Trending


  • 1
    object(stdClass)#4542 (59) {
      ["id"]=>
      string(4) "5832"
      ["title"]=>
      string(62) "The Entanglement of Artificial Intelligence and Cybersecurity "
      ["alias"]=>
      string(61) "the-entanglement-of-artificial-intelligence-and-cybersecurity"
      ["introtext"]=>
      string(177) "

    The boundaries of cybersecurity will be manipulated by the advances in artificial intelligence, the evolution of digital threats, and on ever-adapting leadership. 

    " ["fulltext"]=> string(2216) "

    Podcast

    I had a great time being interviewed by Vaishali Lambe [Lisha] in her podcast SoLeadSaturday because we talked about how cybersecurity and AI are intertwined, how leadership is crucial, and the fact that technology tools are being used for both good and malicious purposes. The growing demands for a security-savvy workforce led us to explore the vast opportunities in the field. Emerging factors magnify the interesting swirls of competing challenges. To cap the discussion, we visualized the future of the industry and discussed the risks.  

    I provided insights to those interested in joining the cybersecurity professional community. Success requires a more inclusive and diverse workforce which includes a higher emphasis on the participation of women and underrepresented minorities. 

    The Entanglement of AI and Cybersecurity Podcast

    Overall a great discussion. I had a lot of fun and look forward to future talks with Lisha!

    AI and cybersecurity are growing together and the future is still largely unknown. Where do you think the risks and opportunities will emerge? Let me know what you think in the comments below or follow me on LinkedIn or Medium.

    " ["checked_out"]=> string(1) "0" ["checked_out_time"]=> string(19) "0000-00-00 00:00:00" ["catid"]=> string(3) "106" ["created"]=> string(19) "2020-04-07 12:23:20" ["created_by"]=> string(3) "644" ["created_by_alias"]=> string(0) "" ["state"]=> string(1) "1" ["modified"]=> string(19) "2020-04-07 12:30:19" ["modified_by"]=> string(3) "333" ["modified_by_name"]=> string(13) "Badr Berrada " ["publish_up"]=> string(19) "2020-04-07 12:23:20" ["publish_down"]=> string(19) "0000-00-00 00:00:00" ["images"]=> string(499) "{"image_intro":"images\/articles\/global-economy\/The_Entanglement_of_Artificial_Intelligence_and_Cybersecurity_.jpeg","float_intro":"","image_intro_alt":"The Entanglement of Artificial Intelligence and Cybersecurity ","image_intro_caption":"","image_fulltext":"images\/articles\/global-economy\/The_Entanglement_of_Artificial_Intelligence_and_Cybersecurity_.jpeg","float_fulltext":"","image_fulltext_alt":"The Entanglement of Artificial Intelligence and Cybersecurity ","image_fulltext_caption":""}" ["urls"]=> string(121) "{"urla":false,"urlatext":"","targeta":"","urlb":false,"urlbtext":"","targetb":"","urlc":false,"urlctext":"","targetc":""}" ["attribs"]=> string(667) "{"article_layout":"","show_title":"","link_titles":"","show_tags":"","show_intro":"","info_block_position":"","info_block_show_title":"","show_category":"","link_category":"","show_parent_category":"","link_parent_category":"","show_associations":"","show_author":"","link_author":"","show_create_date":"","show_modify_date":"","show_publish_date":"","show_item_navigation":"","show_icons":"","show_print_icon":"","show_email_icon":"","show_vote":"","show_hits":"","show_noauth":"","urls_position":"","alternative_readmore":"","article_page_title":"","show_publishing_options":"","show_article_options":"","show_urls_images_backend":"","show_urls_images_frontend":""}" ["metadata"]=> string(53) "{"robots":"","author":"","rights":"","xreference":""}" ["metakey"]=> string(41) "artificial intelligence and cybersecurity" ["metadesc"]=> string(164) "The boundaries of cybersecurity will be manipulated by the advances in Artificial Intelligence, the evolution of digital threats, and on ever-adapting leadership. " ["access"]=> string(1) "1" ["hits"]=> string(3) "925" ["xreference"]=> string(0) "" ["featured"]=> string(1) "1" ["language"]=> string(5) "en-GB" ["readmore"]=> string(4) "2216" ["ordering"]=> string(1) "2" ["category_title"]=> string(10) "Technology" ["category_route"]=> string(10) "technology" ["category_access"]=> string(1) "1" ["category_alias"]=> string(10) "technology" ["published"]=> string(1) "1" ["parents_published"]=> string(1) "1" ["lft"]=> string(3) "129" ["author"]=> string(20) "Matthew Rosenquist " ["author_email"]=> string(28) "matthew.rosenquist@gmail.com" ["parent_title"]=> string(4) "ROOT" ["parent_id"]=> string(1) "1" ["parent_route"]=> string(0) "" ["parent_alias"]=> string(4) "root" ["rating"]=> string(1) "0" ["rating_count"]=> string(1) "0" ["alternative_readmore"]=> NULL ["layout"]=> NULL ["params"]=> object(Joomla\Registry\Registry)#5038 (3) { ["data":protected]=> object(stdClass)#5039 (97) { ["article_layout"]=> string(9) "_:default" ["show_title"]=> string(1) "1" ["link_titles"]=> string(1) "1" ["show_intro"]=> string(1) "1" ["info_block_position"]=> string(1) "0" ["info_block_show_title"]=> string(1) "1" ["show_category"]=> string(1) "1" ["link_category"]=> string(1) "1" ["show_parent_category"]=> string(1) "0" ["link_parent_category"]=> string(1) "0" ["show_associations"]=> string(1) "0" ["flags"]=> string(1) "1" ["show_author"]=> string(1) "1" ["link_author"]=> string(1) "0" ["show_create_date"]=> string(1) "1" ["show_modify_date"]=> string(1) "0" ["show_publish_date"]=> string(1) "0" ["show_item_navigation"]=> string(1) "0" ["show_vote"]=> string(1) "1" ["show_readmore"]=> string(1) "1" ["show_readmore_title"]=> string(1) "0" ["readmore_limit"]=> string(3) "100" ["show_tags"]=> string(1) "1" ["show_icons"]=> string(1) "0" ["show_print_icon"]=> string(1) "0" ["show_email_icon"]=> string(1) "0" ["show_hits"]=> string(1) "0" ["show_noauth"]=> string(1) "1" ["urls_position"]=> string(1) "0" ["captcha"]=> string(0) "" ["show_publishing_options"]=> string(1) "1" ["show_article_options"]=> string(1) "1" ["save_history"]=> string(1) "0" ["history_limit"]=> int(10) ["show_urls_images_frontend"]=> string(1) "0" ["show_urls_images_backend"]=> string(1) "1" ["targeta"]=> int(0) ["targetb"]=> int(0) ["targetc"]=> int(0) ["float_intro"]=> string(4) "left" ["float_fulltext"]=> string(4) "left" ["category_layout"]=> string(6) "_:blog" ["show_category_heading_title_text"]=> string(1) "0" ["show_category_title"]=> string(1) "0" ["show_description"]=> string(1) "0" ["show_description_image"]=> string(1) "0" ["maxLevel"]=> string(1) "1" ["show_empty_categories"]=> string(1) "0" ["show_no_articles"]=> string(1) "1" ["show_subcat_desc"]=> string(1) "1" ["show_cat_num_articles"]=> string(1) "0" ["show_cat_tags"]=> string(1) "1" ["show_base_description"]=> string(1) "1" ["maxLevelcat"]=> string(2) "-1" ["show_empty_categories_cat"]=> string(1) "0" ["show_subcat_desc_cat"]=> string(1) "1" ["show_cat_num_articles_cat"]=> string(1) "1" ["num_leading_articles"]=> string(1) "0" ["num_intro_articles"]=> string(2) "10" ["num_columns"]=> string(1) "1" ["num_links"]=> string(1) "5" ["multi_column_order"]=> string(1) "1" ["show_subcategory_content"]=> string(1) "0" ["show_pagination_limit"]=> string(1) "1" ["filter_field"]=> string(4) "hide" ["show_headings"]=> string(1) "1" ["list_show_date"]=> string(9) "published" ["date_format"]=> string(5) "Y-Y-Y" ["list_show_hits"]=> string(1) "1" ["list_show_author"]=> string(1) "1" ["list_show_votes"]=> string(1) "0" ["list_show_ratings"]=> string(1) "0" ["orderby_pri"]=> string(5) "order" ["orderby_sec"]=> string(5) "rdate" ["order_date"]=> string(9) "published" ["show_pagination"]=> string(1) "1" ["show_pagination_results"]=> string(1) "1" ["show_featured"]=> string(4) "hide" ["show_feed_link"]=> string(1) "1" ["feed_summary"]=> string(1) "0" ["feed_show_readmore"]=> string(1) "1" ["sef_advanced"]=> int(0) ["sef_ids"]=> int(0) ["custom_fields_enable"]=> string(1) "1" ["show_page_heading"]=> int(0) ["layout_type"]=> string(4) "blog" ["menu-anchor_css"]=> string(1) " " ["menu_text"]=> int(1) ["menu_show"]=> int(1) ["pageclass_sfx"]=> string(24) " full-blog page-category" ["menu-meta_description"]=> string(118) "BBN Times uncovers the latest tech news by providing the newest trends from successful engineers and industry experts." ["secure"]=> int(0) ["page_title"]=> string(10) "Technology" ["page_description"]=> string(126) "BBN Times provides the latest insights from experts in technology, healthcare, leadership, entrepreneurship and global economy" ["page_rights"]=> NULL ["robots"]=> NULL ["access-view"]=> bool(true) } ["initialized":protected]=> bool(true) ["separator"]=> string(1) "." } ["displayDate"]=> string(0) "" ["slug"]=> string(66) "5832:the-entanglement-of-artificial-intelligence-and-cybersecurity" ["catslug"]=> string(14) "106:technology" ["link"]=> string(73) "/technology/the-entanglement-of-artificial-intelligence-and-cybersecurity" ["active"]=> string(0) "" ["displayCategoryLink"]=> string(11) "/technology" ["displayCategoryTitle"]=> string(0) "" ["displayHits"]=> string(0) "" ["displayAuthorName"]=> string(20) "Matthew Rosenquist " ["displayIntrotext"]=> string(0) "" ["displayReadmore"]=> NULL }
    The Entanglement of Artificial Intelligence and Cybersecurity

    Matthew Rosenquist 
  • 2
    object(stdClass)#4547 (59) {
      ["id"]=>
      string(4) "5824"
      ["title"]=>
      string(67) "Optimizing Artificial Intelligence Algorithms with Gradient Descent"
      ["alias"]=>
      string(67) "optimizing-artificial-intelligence-algorithms-with-gradient-descent"
      ["introtext"]=>
      string(222) "

    With the help of gradient descent algorithms, coders can reduce the cost function and increase the optimization of algorithms.

    " ["fulltext"]=> string(4620) "

    ML algorithms and deep learning neural networks work on a set of parameters like weights and biases, and a cost function that evaluates how good a set of parameters is. The lower the cost function goes, the greater is the accuracy of training data and output. To reduce this cost function is one of the key aspects of optimization in AI models. There are various optimization algorithms available that can be used to optimize AI models. And, the gradient descent algorithm is a highly popular optimization algorithm from them.

    How a Gradient Descent Algorithm Works

    Suppose you have a ball and you place it on an inclined plane, according to the gravitational law, the ball will roll downwards until it rests on a gentle plane and stops rolling. Gradient descent algorithm functions in a similar way to the above example. Suppose the ball in the above example is the cost function, then gradient descent algorithms will act as a gravitational force to bring it down until it reaches an optimal value which would be the gentle plane. Every time the gradient descent algorithm runs, it calculates a cost function and then it iterates to find whether the cost function can be further minimized or not. And, this process continues till it finds the optimal cost function which cannot be minimized. The gradient descent starts with a set of parameters, and then it improves them slowly. The gradient or derivative calculated tells the developer the incline or slope of the cost function. Then to reduce the cost, the developer moves in the direction opposite to gradient. The gradient is calculated with the help of different types of gradient descent algorithms.

    What are the Different Types of Gradient Descent Algorithms?

    On the basis of the amount of data a gradient descent algorithm ingests, it can be classified into three types:

    Optimizing Artificial Intelligence Algorithms with Gradient Descent

    Batch Gradient Descent

    It computes the gradient of the cost function with respect to the parameter for entire training data. Since batch gradient descent calculates the gradient for the entire dataset to perform one parameter update, it can be very slow.

    Stochastic Gradient Descent

    It computes the gradient for each data using a single training point chosen at random. Therefore learning happens after computing the gradient for each data. Since the gradient is calculated individually for each data, the initial calculation becomes very slow.

    Mini-Batch Gradient Descent

    In mini-batch gradient descent, first, the model developer divides the entire dataset into mini-batches, and then the gradient is calculated for each mini-batch. It becomes faster than batch gradient descent as while a parameter update, it has to go through a lot less data. But while minimizing the cost function, the gradient curve in mini-batch gradient descent goes back and forth and does not converge. Hence, it becomes difficult to get the exact learning curve.

    Gradient descent algorithms work mostly fine, but there are some challenges because of which gradient descent might not function properly. For instance, if the input data is arranged in a way that it poses a non-convex optimization problem like invex functions, random coordinate descent, and issues with convergence rate, then it becomes difficult to perform optimization with the help of gradient descent algorithms. The difficulty arises as for non-convex optimization, the incline and slope of gradient become difficult to find.

    " ["checked_out"]=> string(1) "0" ["checked_out_time"]=> string(19) "0000-00-00 00:00:00" ["catid"]=> string(3) "106" ["created"]=> string(19) "2020-04-06 15:26:25" ["created_by"]=> string(3) "458" ["created_by_alias"]=> string(0) "" ["state"]=> string(1) "1" ["modified"]=> string(19) "2020-04-06 15:29:06" ["modified_by"]=> string(1) "0" ["modified_by_name"]=> NULL ["publish_up"]=> string(19) "2020-04-06 15:26:25" ["publish_down"]=> string(19) "0000-00-00 00:00:00" ["images"]=> string(477) "{"image_intro":"images\/articles\/global-economy\/Optimizing_AI_algorithms_with_gradient_descent.jpeg","float_intro":"","image_intro_alt":"Optimizing Artificial Intelligence Algorithms with Gradient Descent","image_intro_caption":"","image_fulltext":"images\/articles\/global-economy\/Optimizing_AI_algorithms_with_gradient_descent.jpeg","float_fulltext":"","image_fulltext_alt":"Optimizing Artificial Intelligence Algorithms with Gradient Descent","image_fulltext_caption":""}" ["urls"]=> string(121) "{"urla":false,"urlatext":"","targeta":"","urlb":false,"urlbtext":"","targetb":"","urlc":false,"urlctext":"","targetc":""}" ["attribs"]=> string(667) "{"article_layout":"","show_title":"","link_titles":"","show_tags":"","show_intro":"","info_block_position":"","info_block_show_title":"","show_category":"","link_category":"","show_parent_category":"","link_parent_category":"","show_associations":"","show_author":"","link_author":"","show_create_date":"","show_modify_date":"","show_publish_date":"","show_item_navigation":"","show_icons":"","show_print_icon":"","show_email_icon":"","show_vote":"","show_hits":"","show_noauth":"","urls_position":"","alternative_readmore":"","article_page_title":"","show_publishing_options":"","show_article_options":"","show_urls_images_backend":"","show_urls_images_frontend":""}" ["metadata"]=> string(53) "{"robots":"","author":"","rights":"","xreference":""}" ["metakey"]=> string(45) "artificial intelligence with gradient descent" ["metadesc"]=> string(126) "With the help of gradient descent algorithms, coders can reduce the cost function and increase the optimization of algorithms." ["access"]=> string(1) "1" ["hits"]=> string(3) "930" ["xreference"]=> string(0) "" ["featured"]=> string(1) "1" ["language"]=> string(5) "en-GB" ["readmore"]=> string(4) "4620" ["ordering"]=> string(1) "3" ["category_title"]=> string(10) "Technology" ["category_route"]=> string(10) "technology" ["category_access"]=> string(1) "1" ["category_alias"]=> string(10) "technology" ["published"]=> string(1) "1" ["parents_published"]=> string(1) "1" ["lft"]=> string(3) "129" ["author"]=> string(12) "Naveen Joshi" ["author_email"]=> string(18) "amit.r@allerin.com" ["parent_title"]=> string(4) "ROOT" ["parent_id"]=> string(1) "1" ["parent_route"]=> string(0) "" ["parent_alias"]=> string(4) "root" ["rating"]=> string(1) "0" ["rating_count"]=> string(1) "0" ["alternative_readmore"]=> NULL ["layout"]=> NULL ["params"]=> object(Joomla\Registry\Registry)#5036 (3) { ["data":protected]=> object(stdClass)#5041 (97) { ["article_layout"]=> string(9) "_:default" ["show_title"]=> string(1) "1" ["link_titles"]=> string(1) "1" ["show_intro"]=> string(1) "1" ["info_block_position"]=> string(1) "0" ["info_block_show_title"]=> string(1) "1" ["show_category"]=> string(1) "1" ["link_category"]=> string(1) "1" ["show_parent_category"]=> string(1) "0" ["link_parent_category"]=> string(1) "0" ["show_associations"]=> string(1) "0" ["flags"]=> string(1) "1" ["show_author"]=> string(1) "1" ["link_author"]=> string(1) "0" ["show_create_date"]=> string(1) "1" ["show_modify_date"]=> string(1) "0" ["show_publish_date"]=> string(1) "0" ["show_item_navigation"]=> string(1) "0" ["show_vote"]=> string(1) "1" ["show_readmore"]=> string(1) "1" ["show_readmore_title"]=> string(1) "0" ["readmore_limit"]=> string(3) "100" ["show_tags"]=> string(1) "1" ["show_icons"]=> string(1) "0" ["show_print_icon"]=> string(1) "0" ["show_email_icon"]=> string(1) "0" ["show_hits"]=> string(1) "0" ["show_noauth"]=> string(1) "1" ["urls_position"]=> string(1) "0" ["captcha"]=> string(0) "" ["show_publishing_options"]=> string(1) "1" ["show_article_options"]=> string(1) "1" ["save_history"]=> string(1) "0" ["history_limit"]=> int(10) ["show_urls_images_frontend"]=> string(1) "0" ["show_urls_images_backend"]=> string(1) "1" ["targeta"]=> int(0) ["targetb"]=> int(0) ["targetc"]=> int(0) ["float_intro"]=> string(4) "left" ["float_fulltext"]=> string(4) "left" ["category_layout"]=> string(6) "_:blog" ["show_category_heading_title_text"]=> string(1) "0" ["show_category_title"]=> string(1) "0" ["show_description"]=> string(1) "0" ["show_description_image"]=> string(1) "0" ["maxLevel"]=> string(1) "1" ["show_empty_categories"]=> string(1) "0" ["show_no_articles"]=> string(1) "1" ["show_subcat_desc"]=> string(1) "1" ["show_cat_num_articles"]=> string(1) "0" ["show_cat_tags"]=> string(1) "1" ["show_base_description"]=> string(1) "1" ["maxLevelcat"]=> string(2) "-1" ["show_empty_categories_cat"]=> string(1) "0" ["show_subcat_desc_cat"]=> string(1) "1" ["show_cat_num_articles_cat"]=> string(1) "1" ["num_leading_articles"]=> string(1) "0" ["num_intro_articles"]=> string(2) "10" ["num_columns"]=> string(1) "1" ["num_links"]=> string(1) "5" ["multi_column_order"]=> string(1) "1" ["show_subcategory_content"]=> string(1) "0" ["show_pagination_limit"]=> string(1) "1" ["filter_field"]=> string(4) "hide" ["show_headings"]=> string(1) "1" ["list_show_date"]=> string(9) "published" ["date_format"]=> string(5) "Y-Y-Y" ["list_show_hits"]=> string(1) "1" ["list_show_author"]=> string(1) "1" ["list_show_votes"]=> string(1) "0" ["list_show_ratings"]=> string(1) "0" ["orderby_pri"]=> string(5) "order" ["orderby_sec"]=> string(5) "rdate" ["order_date"]=> string(9) "published" ["show_pagination"]=> string(1) "1" ["show_pagination_results"]=> string(1) "1" ["show_featured"]=> string(4) "hide" ["show_feed_link"]=> string(1) "1" ["feed_summary"]=> string(1) "0" ["feed_show_readmore"]=> string(1) "1" ["sef_advanced"]=> int(0) ["sef_ids"]=> int(0) ["custom_fields_enable"]=> string(1) "1" ["show_page_heading"]=> int(0) ["layout_type"]=> string(4) "blog" ["menu-anchor_css"]=> string(1) " " ["menu_text"]=> int(1) ["menu_show"]=> int(1) ["pageclass_sfx"]=> string(24) " full-blog page-category" ["menu-meta_description"]=> string(118) "BBN Times uncovers the latest tech news by providing the newest trends from successful engineers and industry experts." ["secure"]=> int(0) ["page_title"]=> string(10) "Technology" ["page_description"]=> string(126) "BBN Times provides the latest insights from experts in technology, healthcare, leadership, entrepreneurship and global economy" ["page_rights"]=> NULL ["robots"]=> NULL ["access-view"]=> bool(true) } ["initialized":protected]=> bool(true) ["separator"]=> string(1) "." } ["displayDate"]=> string(0) "" ["slug"]=> string(72) "5824:optimizing-artificial-intelligence-algorithms-with-gradient-descent" ["catslug"]=> string(14) "106:technology" ["link"]=> string(79) "/technology/optimizing-artificial-intelligence-algorithms-with-gradient-descent" ["active"]=> string(0) "" ["displayCategoryLink"]=> string(11) "/technology" ["displayCategoryTitle"]=> string(0) "" ["displayHits"]=> string(0) "" ["displayAuthorName"]=> string(12) "Naveen Joshi" ["displayIntrotext"]=> string(0) "" ["displayReadmore"]=> NULL }
    Optimizing Artificial Intelligence Algorithms with Gradient Descent

    Naveen Joshi
  • 3
    object(stdClass)#5032 (59) {
      ["id"]=>
      string(4) "5813"
      ["title"]=>
      string(59) "How Artificial Intelligence is Helping Seismic Interpreters"
      ["alias"]=>
      string(59) "how-artificial-intelligence-is-helping-seismic-interpreters"
      ["introtext"]=>
      string(227) "

    The oil and gas industry has benefited heavily in major areas from artificial intelligence (AI), and seismic interpretation is the next area to experience the revolutionary impact.

    " ["fulltext"]=> string(4190) "

    By building an effective conceptual model of geological areas, AI can help in streamlining the process of oil and gas exploration.

    Seismic interpretation is the science (and art) of inferring the geology at some depth from the processed seismic record. Seismic interpretation is necessary for the oil and gas industry to discover and develop profitable fields and reserves. Historically, oil companies have had to rely on a trial and error approach. However, with seismic interpretation, the process was streamlined significantly but yet wasn’t highly efficient. The process, although improved the accuracy of finding an oil reserve, was still highly time-consuming and resource-intensive.

    Challenges in Seismic Interpretation and Resource Exploration

    When it comes to geological exploration, major faults are easier to identify, but identifying smaller cracks is a tedious task. The subtle faults can be overlooked by human scientists and can take away the opportunity of drilling a resource-rich reserve. Also, the process is highly time-consuming, requiring scientists to analyze tons of data. AI can help overcome these challenges as it automates the process and results in a quick method of oil exploration.

    The Transformative Partnership of AI and Seismic Interpretation

    Deep learning systems can help simplify the process of seismic interpretation. AI algorithms can easily and quickly identify fault systems from 3D seismic images data provided to them. The algorithm can help spot subtle faults that might be overlooked by human scientists. The deep learning model is trained with geological data. The AI model then analyses the data and helps predict faults that may be present in the region. Oil companies can then plan their drilling and rigging activities based on the output provided by the AI algorithm. They can assist in accurately determining the availability of natural gas and oil in areas that are inaccessible or are hard to access for humans. The organization can then determine whether to drill in the fracture or avoid it, depending upon the quantity of oil and petroleum reserves in the fault. For instance, researchers at the University of Texas in Austin have used synthetic data to train neural networks to spot small faults that might have been missed by humans. 

    AI and seismic interpretation 

    AI has proved highly beneficial for the oil and gas sector. Although it can significantly improve the process of mapping geological regions, the technology surely isn’t foolproof. A perfect balance for using AI for seismic interpretation would be the combination of AI and human interpreters. Human reasoning is no match for technology, and humans can’t work with the speed of technologies like AI and seismic interpretation can thus be improved significantly only with their combination. This combination of man and machine can help improve speed, quality, and understanding of geological mapping significantly, and seems like the logical solution for improving seismic interpretation.

    " ["checked_out"]=> string(1) "0" ["checked_out_time"]=> string(19) "0000-00-00 00:00:00" ["catid"]=> string(3) "106" ["created"]=> string(19) "2020-04-02 16:51:34" ["created_by"]=> string(3) "458" ["created_by_alias"]=> string(0) "" ["state"]=> string(1) "1" ["modified"]=> string(19) "2020-04-02 16:56:42" ["modified_by"]=> string(3) "333" ["modified_by_name"]=> string(13) "Badr Berrada " ["publish_up"]=> string(19) "2020-04-02 16:51:34" ["publish_down"]=> string(19) "0000-00-00 00:00:00" ["images"]=> string(443) "{"image_intro":"images\/articles\/global-economy\/How_AI_is_helping_seismic_interpreters.jpg","float_intro":"","image_intro_alt":"How Artificial Intelligence is Helping Seismic Interpreters","image_intro_caption":"","image_fulltext":"images\/articles\/global-economy\/How_AI_is_helping_seismic_interpreters.jpg","float_fulltext":"","image_fulltext_alt":"How Artificial Intelligence is Helping Seismic Interpreters","image_fulltext_caption":""}" ["urls"]=> string(121) "{"urla":false,"urlatext":"","targeta":"","urlb":false,"urlbtext":"","targetb":"","urlc":false,"urlctext":"","targetc":""}" ["attribs"]=> string(667) "{"article_layout":"","show_title":"","link_titles":"","show_tags":"","show_intro":"","info_block_position":"","info_block_show_title":"","show_category":"","link_category":"","show_parent_category":"","link_parent_category":"","show_associations":"","show_author":"","link_author":"","show_create_date":"","show_modify_date":"","show_publish_date":"","show_item_navigation":"","show_icons":"","show_print_icon":"","show_email_icon":"","show_vote":"","show_hits":"","show_noauth":"","urls_position":"","alternative_readmore":"","article_page_title":"","show_publishing_options":"","show_article_options":"","show_urls_images_backend":"","show_urls_images_frontend":""}" ["metadata"]=> string(53) "{"robots":"","author":"","rights":"","xreference":""}" ["metakey"]=> string(48) "artificial intelligence and seismic interpreters" ["metadesc"]=> string(154) "The oil and gas industry has benefited heavily in major areas from AI, and seismic interpretation is the next area to experience the revolutionary impact." ["access"]=> string(1) "1" ["hits"]=> string(4) "2177" ["xreference"]=> string(0) "" ["featured"]=> string(1) "1" ["language"]=> string(5) "en-GB" ["readmore"]=> string(4) "4190" ["ordering"]=> string(1) "5" ["category_title"]=> string(10) "Technology" ["category_route"]=> string(10) "technology" ["category_access"]=> string(1) "1" ["category_alias"]=> string(10) "technology" ["published"]=> string(1) "1" ["parents_published"]=> string(1) "1" ["lft"]=> string(3) "129" ["author"]=> string(12) "Naveen Joshi" ["author_email"]=> string(18) "amit.r@allerin.com" ["parent_title"]=> string(4) "ROOT" ["parent_id"]=> string(1) "1" ["parent_route"]=> string(0) "" ["parent_alias"]=> string(4) "root" ["rating"]=> string(1) "0" ["rating_count"]=> string(1) "0" ["alternative_readmore"]=> NULL ["layout"]=> NULL ["params"]=> object(Joomla\Registry\Registry)#5040 (3) { ["data":protected]=> object(stdClass)#5043 (97) { ["article_layout"]=> string(9) "_:default" ["show_title"]=> string(1) "1" ["link_titles"]=> string(1) "1" ["show_intro"]=> string(1) "1" ["info_block_position"]=> string(1) "0" ["info_block_show_title"]=> string(1) "1" ["show_category"]=> string(1) "1" ["link_category"]=> string(1) "1" ["show_parent_category"]=> string(1) "0" ["link_parent_category"]=> string(1) "0" ["show_associations"]=> string(1) "0" ["flags"]=> string(1) "1" ["show_author"]=> string(1) "1" ["link_author"]=> string(1) "0" ["show_create_date"]=> string(1) "1" ["show_modify_date"]=> string(1) "0" ["show_publish_date"]=> string(1) "0" ["show_item_navigation"]=> string(1) "0" ["show_vote"]=> string(1) "1" ["show_readmore"]=> string(1) "1" ["show_readmore_title"]=> string(1) "0" ["readmore_limit"]=> string(3) "100" ["show_tags"]=> string(1) "1" ["show_icons"]=> string(1) "0" ["show_print_icon"]=> string(1) "0" ["show_email_icon"]=> string(1) "0" ["show_hits"]=> string(1) "0" ["show_noauth"]=> string(1) "1" ["urls_position"]=> string(1) "0" ["captcha"]=> string(0) "" ["show_publishing_options"]=> string(1) "1" ["show_article_options"]=> string(1) "1" ["save_history"]=> string(1) "0" ["history_limit"]=> int(10) ["show_urls_images_frontend"]=> string(1) "0" ["show_urls_images_backend"]=> string(1) "1" ["targeta"]=> int(0) ["targetb"]=> int(0) ["targetc"]=> int(0) ["float_intro"]=> string(4) "left" ["float_fulltext"]=> string(4) "left" ["category_layout"]=> string(6) "_:blog" ["show_category_heading_title_text"]=> string(1) "0" ["show_category_title"]=> string(1) "0" ["show_description"]=> string(1) "0" ["show_description_image"]=> string(1) "0" ["maxLevel"]=> string(1) "1" ["show_empty_categories"]=> string(1) "0" ["show_no_articles"]=> string(1) "1" ["show_subcat_desc"]=> string(1) "1" ["show_cat_num_articles"]=> string(1) "0" ["show_cat_tags"]=> string(1) "1" ["show_base_description"]=> string(1) "1" ["maxLevelcat"]=> string(2) "-1" ["show_empty_categories_cat"]=> string(1) "0" ["show_subcat_desc_cat"]=> string(1) "1" ["show_cat_num_articles_cat"]=> string(1) "1" ["num_leading_articles"]=> string(1) "0" ["num_intro_articles"]=> string(2) "10" ["num_columns"]=> string(1) "1" ["num_links"]=> string(1) "5" ["multi_column_order"]=> string(1) "1" ["show_subcategory_content"]=> string(1) "0" ["show_pagination_limit"]=> string(1) "1" ["filter_field"]=> string(4) "hide" ["show_headings"]=> string(1) "1" ["list_show_date"]=> string(9) "published" ["date_format"]=> string(5) "Y-Y-Y" ["list_show_hits"]=> string(1) "1" ["list_show_author"]=> string(1) "1" ["list_show_votes"]=> string(1) "0" ["list_show_ratings"]=> string(1) "0" ["orderby_pri"]=> string(5) "order" ["orderby_sec"]=> string(5) "rdate" ["order_date"]=> string(9) "published" ["show_pagination"]=> string(1) "1" ["show_pagination_results"]=> string(1) "1" ["show_featured"]=> string(4) "hide" ["show_feed_link"]=> string(1) "1" ["feed_summary"]=> string(1) "0" ["feed_show_readmore"]=> string(1) "1" ["sef_advanced"]=> int(0) ["sef_ids"]=> int(0) ["custom_fields_enable"]=> string(1) "1" ["show_page_heading"]=> int(0) ["layout_type"]=> string(4) "blog" ["menu-anchor_css"]=> string(1) " " ["menu_text"]=> int(1) ["menu_show"]=> int(1) ["pageclass_sfx"]=> string(24) " full-blog page-category" ["menu-meta_description"]=> string(118) "BBN Times uncovers the latest tech news by providing the newest trends from successful engineers and industry experts." ["secure"]=> int(0) ["page_title"]=> string(10) "Technology" ["page_description"]=> string(126) "BBN Times provides the latest insights from experts in technology, healthcare, leadership, entrepreneurship and global economy" ["page_rights"]=> NULL ["robots"]=> NULL ["access-view"]=> bool(true) } ["initialized":protected]=> bool(true) ["separator"]=> string(1) "." } ["displayDate"]=> string(0) "" ["slug"]=> string(64) "5813:how-artificial-intelligence-is-helping-seismic-interpreters" ["catslug"]=> string(14) "106:technology" ["link"]=> string(71) "/technology/how-artificial-intelligence-is-helping-seismic-interpreters" ["active"]=> string(0) "" ["displayCategoryLink"]=> string(11) "/technology" ["displayCategoryTitle"]=> string(0) "" ["displayHits"]=> string(0) "" ["displayAuthorName"]=> string(12) "Naveen Joshi" ["displayIntrotext"]=> string(0) "" ["displayReadmore"]=> NULL }
    How Artificial Intelligence is Helping Seismic Interpreters

    Naveen Joshi
  • 4
    object(stdClass)#5033 (59) {
      ["id"]=>
      string(4) "5812"
      ["title"]=>
      string(57) "How Product Recommendation Systems Can Benefit Businesses"
      ["alias"]=>
      string(57) "how-product-recommendation-systems-can-benefit-businesses"
      ["introtext"]=>
      string(217) "

    Product recommendation systems are among the most widespread applications of machine learning that enable businesses to enrich customer engagement and shopping experience.

    " ["fulltext"]=> string(5107) "

    A product recommendation system is a subclass of information filtering that uses machine learning to provide personalized recommendations to consumers based on their data. For instance, they can provide appropriate recommendations based on customers’ preferences, demographics, and past purchases. Segmenting customers based on their data is one of the many ways big data is impacting e-commerce and other digital businesses. And this ability of product recommendation systems has gained them a lot of traction on e-commerce and online media sites in the past few years. According to a study, up to 31% of total e-commerce revenue is generated because of recommended products. E-commerce is the most common example when it comes to the industries using product recommendation systems. But, various other industries are being disrupted by their use-cases.

    How Product Recommendation Systems are Benefitting Several Businesses

    The world is moving from one-size-fits-all solutions to personalized tailor-made solutions. And product recommendation systems are helping business owners across several industries to adapt to this shift towards providing personalized solutions. 

    product recommendation systems

    Improving Retention

    One of the core benefits of product recommendation systems is the ability to frequently collaborate with customers. If a company is providing relevant recommendations to customers, then there are fewer chances of losing potential clients. For instance, if an online media company is giving relevant suggestions, then a viewer might not want to go to a competitor site and search for movies or series. Customers also appreciate personalized recommendations. According to a survey conducted, 63% of customers want product recommendations, which was up from 57% two years ago. They were also willing to share their data in exchange for personalized recommendations. And this shows how the importance of personalized recommendations is increasing and will continue to increase in the future. Hence business administrators should start using product recommendation systems for providing personalized services to their customers.

    Increasing Sales

    An online company with thousands and thousands of products cannot provide recommendations for all their products to customers. And providing inaccurate recommendations often might become frustrating for customers. An accurate product recommendation system always recommends a product that is most relevant and likely to be purchased by customers. Thus, because of appropriate recommendations at the right time, customers might order several products at a single time instead of buying one product. That’s how product recommendation systems help to increase the sales of businesses.

    Product recommendation systems also provide recommendations for products that customers frequently buy together. For instance, shirts or t-shirts are often bought along with jeans, and recommendation systems can recommend shirts that go well with purchased jeans.

     

    Several techniques are used by product recommendation systems to categorize customers into different groups and provide personalized recommendations to them. For instance, collaborative filtering, content-based filtering, and demographic-based filtering are different approaches that can be taken for providing recommendations. The next milestone in product recommendation systems would be creating a single algorithm that will be best for categorizing customers with all the filtering approaches. And if researchers can achieve this milestone, then instead of using different techniques for categorization based on various domains, they can use a single algorithm that will classify customers in all domains.

    " ["checked_out"]=> string(1) "0" ["checked_out_time"]=> string(19) "0000-00-00 00:00:00" ["catid"]=> string(3) "106" ["created"]=> string(19) "2020-04-02 11:30:18" ["created_by"]=> string(3) "458" ["created_by_alias"]=> string(0) "" ["state"]=> string(1) "1" ["modified"]=> string(19) "2020-04-02 16:44:05" ["modified_by"]=> string(1) "0" ["modified_by_name"]=> NULL ["publish_up"]=> string(19) "2020-04-02 11:30:18" ["publish_down"]=> string(19) "0000-00-00 00:00:00" ["images"]=> string(477) "{"image_intro":"images\/articles\/global-economy\/How_Product_Recommendation_Systems_Can_Benefit_Businesses.jpg","float_intro":"","image_intro_alt":"How Product Recommendation Systems Can Benefit Businesses","image_intro_caption":"","image_fulltext":"images\/articles\/global-economy\/How_Product_Recommendation_Systems_Can_Benefit_Businesses.jpg","float_fulltext":"","image_fulltext_alt":"How Product Recommendation Systems Can Benefit Businesses","image_fulltext_caption":""}" ["urls"]=> string(121) "{"urla":false,"urlatext":"","targeta":"","urlb":false,"urlbtext":"","targetb":"","urlc":false,"urlctext":"","targetc":""}" ["attribs"]=> string(667) "{"article_layout":"","show_title":"","link_titles":"","show_tags":"","show_intro":"","info_block_position":"","info_block_show_title":"","show_category":"","link_category":"","show_parent_category":"","link_parent_category":"","show_associations":"","show_author":"","link_author":"","show_create_date":"","show_modify_date":"","show_publish_date":"","show_item_navigation":"","show_icons":"","show_print_icon":"","show_email_icon":"","show_vote":"","show_hits":"","show_noauth":"","urls_position":"","alternative_readmore":"","article_page_title":"","show_publishing_options":"","show_article_options":"","show_urls_images_backend":"","show_urls_images_frontend":""}" ["metadata"]=> string(53) "{"robots":"","author":"","rights":"","xreference":""}" ["metakey"]=> string(30) "product recommendation systems" ["metadesc"]=> string(171) "Product recommendation systems are among the most widespread applications of machine learning that enable businesses to enrich customer engagement and shopping experience." ["access"]=> string(1) "1" ["hits"]=> string(3) "347" ["xreference"]=> string(0) "" ["featured"]=> string(1) "1" ["language"]=> string(5) "en-GB" ["readmore"]=> string(4) "5107" ["ordering"]=> string(1) "6" ["category_title"]=> string(10) "Technology" ["category_route"]=> string(10) "technology" ["category_access"]=> string(1) "1" ["category_alias"]=> string(10) "technology" ["published"]=> string(1) "1" ["parents_published"]=> string(1) "1" ["lft"]=> string(3) "129" ["author"]=> string(12) "Naveen Joshi" ["author_email"]=> string(18) "amit.r@allerin.com" ["parent_title"]=> string(4) "ROOT" ["parent_id"]=> string(1) "1" ["parent_route"]=> string(0) "" ["parent_alias"]=> string(4) "root" ["rating"]=> string(1) "0" ["rating_count"]=> string(1) "0" ["alternative_readmore"]=> NULL ["layout"]=> NULL ["params"]=> object(Joomla\Registry\Registry)#5042 (3) { ["data":protected]=> object(stdClass)#5045 (97) { ["article_layout"]=> string(9) "_:default" ["show_title"]=> string(1) "1" ["link_titles"]=> string(1) "1" ["show_intro"]=> string(1) "1" ["info_block_position"]=> string(1) "0" ["info_block_show_title"]=> string(1) "1" ["show_category"]=> string(1) "1" ["link_category"]=> string(1) "1" ["show_parent_category"]=> string(1) "0" ["link_parent_category"]=> string(1) "0" ["show_associations"]=> string(1) "0" ["flags"]=> string(1) "1" ["show_author"]=> string(1) "1" ["link_author"]=> string(1) "0" ["show_create_date"]=> string(1) "1" ["show_modify_date"]=> string(1) "0" ["show_publish_date"]=> string(1) "0" ["show_item_navigation"]=> string(1) "0" ["show_vote"]=> string(1) "1" ["show_readmore"]=> string(1) "1" ["show_readmore_title"]=> string(1) "0" ["readmore_limit"]=> string(3) "100" ["show_tags"]=> string(1) "1" ["show_icons"]=> string(1) "0" ["show_print_icon"]=> string(1) "0" ["show_email_icon"]=> string(1) "0" ["show_hits"]=> string(1) "0" ["show_noauth"]=> string(1) "1" ["urls_position"]=> string(1) "0" ["captcha"]=> string(0) "" ["show_publishing_options"]=> string(1) "1" ["show_article_options"]=> string(1) "1" ["save_history"]=> string(1) "0" ["history_limit"]=> int(10) ["show_urls_images_frontend"]=> string(1) "0" ["show_urls_images_backend"]=> string(1) "1" ["targeta"]=> int(0) ["targetb"]=> int(0) ["targetc"]=> int(0) ["float_intro"]=> string(4) "left" ["float_fulltext"]=> string(4) "left" ["category_layout"]=> string(6) "_:blog" ["show_category_heading_title_text"]=> string(1) "0" ["show_category_title"]=> string(1) "0" ["show_description"]=> string(1) "0" ["show_description_image"]=> string(1) "0" ["maxLevel"]=> string(1) "1" ["show_empty_categories"]=> string(1) "0" ["show_no_articles"]=> string(1) "1" ["show_subcat_desc"]=> string(1) "1" ["show_cat_num_articles"]=> string(1) "0" ["show_cat_tags"]=> string(1) "1" ["show_base_description"]=> string(1) "1" ["maxLevelcat"]=> string(2) "-1" ["show_empty_categories_cat"]=> string(1) "0" ["show_subcat_desc_cat"]=> string(1) "1" ["show_cat_num_articles_cat"]=> string(1) "1" ["num_leading_articles"]=> string(1) "0" ["num_intro_articles"]=> string(2) "10" ["num_columns"]=> string(1) "1" ["num_links"]=> string(1) "5" ["multi_column_order"]=> string(1) "1" ["show_subcategory_content"]=> string(1) "0" ["show_pagination_limit"]=> string(1) "1" ["filter_field"]=> string(4) "hide" ["show_headings"]=> string(1) "1" ["list_show_date"]=> string(9) "published" ["date_format"]=> string(5) "Y-Y-Y" ["list_show_hits"]=> string(1) "1" ["list_show_author"]=> string(1) "1" ["list_show_votes"]=> string(1) "0" ["list_show_ratings"]=> string(1) "0" ["orderby_pri"]=> string(5) "order" ["orderby_sec"]=> string(5) "rdate" ["order_date"]=> string(9) "published" ["show_pagination"]=> string(1) "1" ["show_pagination_results"]=> string(1) "1" ["show_featured"]=> string(4) "hide" ["show_feed_link"]=> string(1) "1" ["feed_summary"]=> string(1) "0" ["feed_show_readmore"]=> string(1) "1" ["sef_advanced"]=> int(0) ["sef_ids"]=> int(0) ["custom_fields_enable"]=> string(1) "1" ["show_page_heading"]=> int(0) ["layout_type"]=> string(4) "blog" ["menu-anchor_css"]=> string(1) " " ["menu_text"]=> int(1) ["menu_show"]=> int(1) ["pageclass_sfx"]=> string(24) " full-blog page-category" ["menu-meta_description"]=> string(118) "BBN Times uncovers the latest tech news by providing the newest trends from successful engineers and industry experts." ["secure"]=> int(0) ["page_title"]=> string(10) "Technology" ["page_description"]=> string(126) "BBN Times provides the latest insights from experts in technology, healthcare, leadership, entrepreneurship and global economy" ["page_rights"]=> NULL ["robots"]=> NULL ["access-view"]=> bool(true) } ["initialized":protected]=> bool(true) ["separator"]=> string(1) "." } ["displayDate"]=> string(0) "" ["slug"]=> string(62) "5812:how-product-recommendation-systems-can-benefit-businesses" ["catslug"]=> string(14) "106:technology" ["link"]=> string(69) "/technology/how-product-recommendation-systems-can-benefit-businesses" ["active"]=> string(0) "" ["displayCategoryLink"]=> string(11) "/technology" ["displayCategoryTitle"]=> string(0) "" ["displayHits"]=> string(0) "" ["displayAuthorName"]=> string(12) "Naveen Joshi" ["displayIntrotext"]=> string(0) "" ["displayReadmore"]=> NULL }
    How Product Recommendation Systems Can Benefit Businesses

    Naveen Joshi
  • 5
    object(stdClass)#5034 (59) {
      ["id"]=>
      string(4) "5802"
      ["title"]=>
      string(31) "Sequence Modeling for Beginners"
      ["alias"]=>
      string(31) "sequence-modeling-for-beginners"
      ["introtext"]=>
      string(182) "

    Sequence modeling plays a critical role in applications that require the analysis of input data as a continuous correlated stream instead of as discrete, unrelated entities.

    " ["fulltext"]=> string(4855) "

    sequence modeling

    Among the different types of artificial neural networks used in present-day AI applications, feedforward neural networks are the most common. These neural networks are primarily used for applications requiring pattern recognition, such as detecting the presence of cancer from radiology reports. By comparing input reports pertaining to a patient with training data that it is built on, the algorithm can estimate the likelihood of the patient developing cancer. However, what such algorithms cannot do is analyze multiple reports of a patient generated over time to understand if the cancer is progressing or regressing. That’s because it cannot analyze the reports belonging to the same patient as a series of inputs for the same problem. Instead, it only sees them as discrete inputs for different problems or cases. In order to overcome this limitation, Recurrent Neural Networks (RNN) can be used, which specializes in processing sequences of values through a technique called sequence modeling.

    Understanding Sequence Modeling

    Sequence modeling, put simply, is the process of generating a sequence of values by analyzing a series of input values. These input values could be time series data where a specific variable, say the demand for a particular product, varies over a period of time. The output could be the prediction of demand for consequent periods. Another example could be text prediction, where based on the sequence of the last phrase and a set of pre-loaded conditions and rules, the sequence modeling algorithm predicts what the next word could be. By using sequence modeling, businesses can achieve more than just pattern generation and prediction.

    Leveraging Sequence Modeling in Enterprise Applications

    By using sequence modeling as a part of RNNs, businesses can not only enhance their operations improve their decision-making through the following applications: 

    sequence modeling

    Product Recommendations

    Recommendation engines have become a standard component of all ecommerce portals, online marketplaces, and media streaming sites. These recommendation engines analyze an individual user’s browsing and purchase history to suggest products that are most likely to be clicked on and purchased by them. To achieve this, these recommendation engines need to remember more than just the most recent page or link they visited. Sequence modeling allows these recommendation engines to analyze the series of pages visited by individual users and determine the most suitable suggestion.

    Sentiment Analysis

    Sentiment analysis from text sources like social media pages requires the analysis of sentences, or sequence of words in combination. Simply fishing for single words like ‘good’ or ‘bad’ won’t give a clear picture, as they can be preceded by a ‘not’ to convey the opposite meaning. To extract the true meaning from content in such cases, sequence modeling-enabled sentiment analysis algorithms can Thus, sequence modeling can be used to understand a brand or product’s popularity directly from their customers via social media and also other channels like review pages and customer care emails.

     

    As most problems solved by AI require the analysis of non-singular data entities, the need for and ubiquity of sequence modeling will continue to increase. In order to make the sequence modeling more effective and applicable in more complex applications, however, it is critical to extend the memory of sequence modeling algorithms so that they can make decisions based on a larger input dataset. Doing so may involve using Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU), among other short-term memory enhancing solutions.

    " ["checked_out"]=> string(1) "0" ["checked_out_time"]=> string(19) "0000-00-00 00:00:00" ["catid"]=> string(3) "106" ["created"]=> string(19) "2020-04-01 14:35:36" ["created_by"]=> string(3) "458" ["created_by_alias"]=> string(0) "" ["state"]=> string(1) "1" ["modified"]=> string(19) "2020-04-01 15:05:31" ["modified_by"]=> string(1) "0" ["modified_by_name"]=> NULL ["publish_up"]=> string(19) "2020-04-01 14:35:36" ["publish_down"]=> string(19) "0000-00-00 00:00:00" ["images"]=> string(375) "{"image_intro":"images\/articles\/global-economy\/Sequence_Modeling_for_Beginners.jpeg","float_intro":"","image_intro_alt":"Sequence Modeling for Beginners","image_intro_caption":"","image_fulltext":"images\/articles\/global-economy\/Sequence_Modeling_for_Beginners.jpeg","float_fulltext":"","image_fulltext_alt":"Sequence Modeling for Beginners","image_fulltext_caption":""}" ["urls"]=> string(121) "{"urla":false,"urlatext":"","targeta":"","urlb":false,"urlbtext":"","targetb":"","urlc":false,"urlctext":"","targetc":""}" ["attribs"]=> string(667) "{"article_layout":"","show_title":"","link_titles":"","show_tags":"","show_intro":"","info_block_position":"","info_block_show_title":"","show_category":"","link_category":"","show_parent_category":"","link_parent_category":"","show_associations":"","show_author":"","link_author":"","show_create_date":"","show_modify_date":"","show_publish_date":"","show_item_navigation":"","show_icons":"","show_print_icon":"","show_email_icon":"","show_vote":"","show_hits":"","show_noauth":"","urls_position":"","alternative_readmore":"","article_page_title":"","show_publishing_options":"","show_article_options":"","show_urls_images_backend":"","show_urls_images_frontend":""}" ["metadata"]=> string(53) "{"robots":"","author":"","rights":"","xreference":""}" ["metakey"]=> string(31) "sequence modeling for beginners" ["metadesc"]=> string(173) "Sequence modeling plays a critical role in applications that require the analysis of input data as a continuous correlated stream instead of as discrete, unrelated entities." ["access"]=> string(1) "1" ["hits"]=> string(3) "291" ["xreference"]=> string(0) "" ["featured"]=> string(1) "1" ["language"]=> string(5) "en-GB" ["readmore"]=> string(4) "4855" ["ordering"]=> string(1) "7" ["category_title"]=> string(10) "Technology" ["category_route"]=> string(10) "technology" ["category_access"]=> string(1) "1" ["category_alias"]=> string(10) "technology" ["published"]=> string(1) "1" ["parents_published"]=> string(1) "1" ["lft"]=> string(3) "129" ["author"]=> string(12) "Naveen Joshi" ["author_email"]=> string(18) "amit.r@allerin.com" ["parent_title"]=> string(4) "ROOT" ["parent_id"]=> string(1) "1" ["parent_route"]=> string(0) "" ["parent_alias"]=> string(4) "root" ["rating"]=> string(1) "0" ["rating_count"]=> string(1) "0" ["alternative_readmore"]=> NULL ["layout"]=> NULL ["params"]=> object(Joomla\Registry\Registry)#5044 (3) { ["data":protected]=> object(stdClass)#5047 (97) { ["article_layout"]=> string(9) "_:default" ["show_title"]=> string(1) "1" ["link_titles"]=> string(1) "1" ["show_intro"]=> string(1) "1" ["info_block_position"]=> string(1) "0" ["info_block_show_title"]=> string(1) "1" ["show_category"]=> string(1) "1" ["link_category"]=> string(1) "1" ["show_parent_category"]=> string(1) "0" ["link_parent_category"]=> string(1) "0" ["show_associations"]=> string(1) "0" ["flags"]=> string(1) "1" ["show_author"]=> string(1) "1" ["link_author"]=> string(1) "0" ["show_create_date"]=> string(1) "1" ["show_modify_date"]=> string(1) "0" ["show_publish_date"]=> string(1) "0" ["show_item_navigation"]=> string(1) "0" ["show_vote"]=> string(1) "1" ["show_readmore"]=> string(1) "1" ["show_readmore_title"]=> string(1) "0" ["readmore_limit"]=> string(3) "100" ["show_tags"]=> string(1) "1" ["show_icons"]=> string(1) "0" ["show_print_icon"]=> string(1) "0" ["show_email_icon"]=> string(1) "0" ["show_hits"]=> string(1) "0" ["show_noauth"]=> string(1) "1" ["urls_position"]=> string(1) "0" ["captcha"]=> string(0) "" ["show_publishing_options"]=> string(1) "1" ["show_article_options"]=> string(1) "1" ["save_history"]=> string(1) "0" ["history_limit"]=> int(10) ["show_urls_images_frontend"]=> string(1) "0" ["show_urls_images_backend"]=> string(1) "1" ["targeta"]=> int(0) ["targetb"]=> int(0) ["targetc"]=> int(0) ["float_intro"]=> string(4) "left" ["float_fulltext"]=> string(4) "left" ["category_layout"]=> string(6) "_:blog" ["show_category_heading_title_text"]=> string(1) "0" ["show_category_title"]=> string(1) "0" ["show_description"]=> string(1) "0" ["show_description_image"]=> string(1) "0" ["maxLevel"]=> string(1) "1" ["show_empty_categories"]=> string(1) "0" ["show_no_articles"]=> string(1) "1" ["show_subcat_desc"]=> string(1) "1" ["show_cat_num_articles"]=> string(1) "0" ["show_cat_tags"]=> string(1) "1" ["show_base_description"]=> string(1) "1" ["maxLevelcat"]=> string(2) "-1" ["show_empty_categories_cat"]=> string(1) "0" ["show_subcat_desc_cat"]=> string(1) "1" ["show_cat_num_articles_cat"]=> string(1) "1" ["num_leading_articles"]=> string(1) "0" ["num_intro_articles"]=> string(2) "10" ["num_columns"]=> string(1) "1" ["num_links"]=> string(1) "5" ["multi_column_order"]=> string(1) "1" ["show_subcategory_content"]=> string(1) "0" ["show_pagination_limit"]=> string(1) "1" ["filter_field"]=> string(4) "hide" ["show_headings"]=> string(1) "1" ["list_show_date"]=> string(9) "published" ["date_format"]=> string(5) "Y-Y-Y" ["list_show_hits"]=> string(1) "1" ["list_show_author"]=> string(1) "1" ["list_show_votes"]=> string(1) "0" ["list_show_ratings"]=> string(1) "0" ["orderby_pri"]=> string(5) "order" ["orderby_sec"]=> string(5) "rdate" ["order_date"]=> string(9) "published" ["show_pagination"]=> string(1) "1" ["show_pagination_results"]=> string(1) "1" ["show_featured"]=> string(4) "hide" ["show_feed_link"]=> string(1) "1" ["feed_summary"]=> string(1) "0" ["feed_show_readmore"]=> string(1) "1" ["sef_advanced"]=> int(0) ["sef_ids"]=> int(0) ["custom_fields_enable"]=> string(1) "1" ["show_page_heading"]=> int(0) ["layout_type"]=> string(4) "blog" ["menu-anchor_css"]=> string(1) " " ["menu_text"]=> int(1) ["menu_show"]=> int(1) ["pageclass_sfx"]=> string(24) " full-blog page-category" ["menu-meta_description"]=> string(118) "BBN Times uncovers the latest tech news by providing the newest trends from successful engineers and industry experts." ["secure"]=> int(0) ["page_title"]=> string(10) "Technology" ["page_description"]=> string(126) "BBN Times provides the latest insights from experts in technology, healthcare, leadership, entrepreneurship and global economy" ["page_rights"]=> NULL ["robots"]=> NULL ["access-view"]=> bool(true) } ["initialized":protected]=> bool(true) ["separator"]=> string(1) "." } ["displayDate"]=> string(0) "" ["slug"]=> string(36) "5802:sequence-modeling-for-beginners" ["catslug"]=> string(14) "106:technology" ["link"]=> string(43) "/technology/sequence-modeling-for-beginners" ["active"]=> string(0) "" ["displayCategoryLink"]=> string(11) "/technology" ["displayCategoryTitle"]=> string(0) "" ["displayHits"]=> string(0) "" ["displayAuthorName"]=> string(12) "Naveen Joshi" ["displayIntrotext"]=> string(0) "" ["displayReadmore"]=> NULL }
    Sequence Modeling for Beginners

    Naveen Joshi

Search

More in Technology


9 days

Why IoT Deployments Need LPWAN

The deployment of LPWAN for IoT devices aims at providing long-range connectivity. It enables low power consumption for smart IoT devices.

10 days

How Virtual Reality is Disrupting the E-Commerce Industry

By implementing virtual reality (VR) in e-commerce, online retailers can now enable people to try the products they buy and make their online shopping experience more reliable.

13 days

Blockchain's Role in Bridging the Global Skills Gap

Implementing blockchain in education allows businesses and educational institutes to build a secure learning and certification platform that can help to bridge the skills gap.

15 days

How IoT Based Soil Monitoring Systems Are Empowering Farmers

Half of the total habitable land across the world is utilized for agriculture, most of which is taken by livestock.

16 days

Counting Your Crypto Amidst Currency Wars

A new currency war is on the verge of being waged, providing ample opportunities for cryptocurrency arbitrageurs and risk-on traders.

17 days

Tactile Internet: The Next Step in IoT's Evolution

Tactile internet will completely transform the way humans interact with machines, thanks to 5G’s ultra-reliable low latency communication.

20 days

Important Factors to Consider Before Implementing Augmented Reality

Before implementing AR to improve their workflows and processes, businesses should prepare and develop strategies to ensure that they can use it to its full potential.