Saturday, June 24, 2017

Welcome to AI/ML/DL

This post will be the driving factor for all the Artificial Intelligence, Machine Learning & Deep Learning Content. 
Well here you can checkout the differences.

  1. Part 0: Grooming Sessions
  2. Part 1: Data Preprocessing 
  3. Part 2: Regression 
  4. Part 3: Classification 
  5. Part 4: Clustering 
  6. Part 5: Association Rule Learning 
  7. Part 6: Reinforcement Learning 
  8. Part 7: Natural Language Processing 
  9. Part 8: Deep Learning 
  10. Part 9: Dimensionality Reduction 
  11. Part 10: Model Selection & Boosting 






































Model Selection Technique - Link, Link, Link
Dataset available at - Link

Types of Machine Learning Algorithms
  1. Supervised Learning 
    1. Regression
    2. Classification
  2. Un-Supervised Learning
    1. Clustering
    2. Association Analysis
    3. Reinforcement learning
    4. Dimension reduction


Reference - Video Link

1). Regression:
  • Goal - Predicting Numeric Values
  • Used for predicting continuous values.
  • E.g.
    • Predicting Stock Price
    • Determine Sales demand for next year
    • Predict next 24 hrs rain
    • Determine likelihood of medicine effectiveness of a patient 
    • Predicting grades of students studying from 0-6 hrs


2). Classification: 
  • Goal - Predict Category
    • Binary - Predicting Stock Price High/Low, Yes/No, Dog/Cat, Pass/Fail, Male/Female, 
    • Multiple - Sunny/Cloudy/Rainy/Windy, Risk - High/Medium/Low, Digits Entered - 0-9, Sentiment - Positive, Negative, Neutral
  • When the data are being used to predict a categorical variable, supervised learning is also called classification.
  • When there are only two labels, this is called Binary classification
  • When there are more than two categories, the problems are called Multi-class classification.














3). Clustering: 
  • Goal - Organize Similar Items Into Respective Groups.
  • Grouping a set of data examples so that examples in one group (or one cluster) are more similar (according to some criteria) than those in other groups. 
  • Often used to segment the whole dataset into several groups
  • Analysis can be performed in each group to help users to find intrinsic patterns.
  • E.g. 
    • Customer Segmentation - Seniors,Adults, Teenagers, Kids
    • Areas of similar topography - Desert, Grass, Water etc.














4). Association Analysis: 
  • Goal - Capture association between items.
  • E.g.
    • Identify Items purchased together
    • Identify Web pages visited together














5). Dimension reduction: Reducing the number of variables under consideration. In many applications, the raw data have very high dimensional features and some features are redundant or irrelevant to the task. Reducing the dimensionality helps to find the true, latent relationship.

6). Reinforcement learning:
Reinforcement learning analyzes and optimizes the behavior of an agent based on the feedback from the environment.  Machines try different scenarios to discover which actions yield the greatest reward, rather than being told which actions to take. Trial-and-error and delayed reward distinguishes reinforcement learning from other techniques.

Supervised learning
With supervised learning, you have an input variable that consists of past labeled training data and a desired output variable. E.g Age & Weight to derive Human Health. You use an algorithm to analyze the training/past/labelled data to learn the function that maps the input to the output. This inferred function maps new, unknown examples by generalizing from the training data to anticipate results in unseen situations.

Semi-supervised learning
The challenge with supervised learning is that labeling data can be expensive and time consuming. If labels are limited, you can use unlabeled examples to enhance supervised learning. Because the machine is not fully supervised in this case, we say the machine is semi-supervised. With semi-supervised learning, you use unlabeled examples with a small amount of labeled data to improve the learning accuracy.

Unsupervised learning
When performing unsupervised learning, the machine is presented with totally unlabeled data. Here we solve Clustering (Organize Similar Items Into Respective Group) kind of problems. It is asked to discover the intrinsic patterns that underlies the data, such as a Clustering structure, Low-dimensional manifold, or a Sparse tree and Graph.

































Few Use Cases:
  • Automate Invoice Reading thru OCR 
  • Fraud detection (eg. If approval limit is $1000 and multiple approvals are happening $999.99)  
  • While Creating Order, when a supplier is added, past performance of that supplier can be shown to the buyer (as contextual insight) to better equip the buyer with a sound reason of whether or not he needs to proceed with the same supplier
  • Built Auto-Intelligence in Comment box
  • While Creating Order, with the help of ML, we can know a particular user creates what type of orders mostly that user creates and auto-fill ORDER
  • Reduce Mobile Fraud - Added Face Recognition While Creating Order 
Hope this helps!!

Arun Manglick


112 comments:

  1. This blogvery good. Thanks for sharing such great information for me. I hope you will share some more information about Please keep sharing!

    Vinyl Flooring

    ReplyDelete
  2. Awesome post. You Post is very informative. Thanks for Sharing.
    Machine Learning Training Institute in Noida

    ReplyDelete
  3. Briefly explanation with images and information about artificial intelligence. Gold bless you.
    https://www.dekorr.in/

    ReplyDelete
  4. Thanks for sharing such a great blog Keep posting.. 
    Machine Learning Training in Delhi

    ReplyDelete
  5. This comment has been removed by a blog administrator.

    ReplyDelete
  6. Thanks for sharing wonderful insights..

    ReplyDelete
  7. Data science is the analysis of where data comes from, what it signifies and how it very well may be turned into a valuable and important resource in the creation of business and IT strategies. Data science is a multidisciplinary blend of data inference, algorithm development, and technology so as to solve diagnostically complex problems. It is the field of Big Data which seeks to provide meaningful data from large measures of complex data.
    For More Info: Data Science Course in Gurgaon

    ReplyDelete
  8. Great blog.Livewire Technologies
    is one of the largest manufacturers of automotive sound systems & major players in the connected car space, a large rubber manufacturer & a key player in the medical fraternity.

    ReplyDelete
  9. Nice blog..! I really loved reading through this article. Thanks for sharing such a amazing post with us and keep blogging...

    Artificial Intelligence Solutions

    ReplyDelete
  10. Great blog about Artificial Intelligence, Machine Learning with useful content, keep on blogging.
    Artificial Intelligence Training in Noida

    ReplyDelete

  11. Really useful information.

    Artificial Intelligence Training in Mumbai

    Thank You Very Much For Sharing These Nice Tips.

    ReplyDelete
  12. Really useful information.

    Machine Learning Training in Pune

    Thank You Very Much For Sharing These Nice Tips.

    ReplyDelete
  13. Hi, Your machine learning article is Amazing you know this article is helping for me and everyone and thanks for sharing information Machine Learning Training institute in Delhi

    ReplyDelete

  14. hello, you know your article is amazing and this article is helping for me and everyone and thanks for sharing information tq
    Machine Learning Training in Delhi

    ReplyDelete

  15. Nice information. Thanks for sharing content and such nice information for me. I hope you will share some more content about. Please keep sharing!

    Best Artificial Intelligence Training in Chennai

    ReplyDelete
  16. Nice information. Thanks for sharing content and such nice information for me. I hope you will share some more content about. Please keep sharing!

    Best Artificial Intelligence Training in Chennai

    ReplyDelete
  17. Hi, Your article is amazing and you know this article is helping for me and everyone and thanks for sharing information.
    Best Machine Learning course in Mumbai

    ReplyDelete
  18. This AI Training In Delhi program by certified trainers from IIT and IIM foundation is by a long shot consider to be the best in the AI training industry and is best trusted for success in the career of the students.
    For More Info: Artificial Intelligence Course in Delhi

    ReplyDelete

  19. Nice information. Thanks for sharing content and such nice information for me. I hope you will share some more content about. Please keep sharing!

    Best Artificial Intelligence Training in Chennai

    ReplyDelete
  20. The packaging is the base for the good growth of a company. So you must select the best packaging company or packaging machines for packaging different products.

    ReplyDelete
  21. I'm very pleased to uncover this web site. I want to to thank you for your time due to this fantastic read!! I definitely loved every little bit of it and i also have you bookmarked to look at new information in your site.
    Tech news

    ReplyDelete
  22. Artificial Intelligence - Artificial intelligence or AI is used to describe machines that are capable of imitating human intelligence. AI is prevalent in our daily lives we use it in search engines, automated emails, online customized ad campaigns, chat boxes,
    smart devices, and smartphones. Artificial intelligence uses machine learning. Computers use complicated algorithms and historical data to make the propensity model. The propensity model can start predicting events. There are four types of AI:- Reactive machines, Limited memory, Theory of the mind and Self-awareness. For more visit: computermobile.info

    ReplyDelete
  23. I’m impressed, I must say. Rarely do I come across a blog that’s equally educative and interesting, and without a doubt, you've hit the nail on the head. The issue is something that too few folks are speaking intelligently about. show Now i'm very happy that I stumbled across this in my hunt for something regarding this.

    ReplyDelete
  24. Artificial Intelligence(AI) - Artificial intelligence (AI) is basically used to describe machines that are capable of imitating human intelligence. AI is prevalent in our daily lives we use it in search engines, automated emails, online customized ad campaigns, chat boxes,
    smart devices, and smartphones. Artificial intelligence uses machine learning. Computers use complicated algorithms and historical data to make the propensity model. The propensity model can start predicting events. There are four types of AI:- Reactive machines, Limited memory, Theory of the mind and Self-awareness. For more visit: Computer Mobile Information

    ReplyDelete
  25. Wow this blog is wonderful i like reading your articles. Stay up with the great work! You realize, lots of persons are looking around this info, you could aid them greatly work.
    AI ML Development Company
    AI ML development company Malaysia | Singapore

    ReplyDelete
  26. A debt of gratitude is in order for sharing the information, keep doing awesome... I truly delighted in investigating your site. great asset...
    data science certification malaysia

    ReplyDelete
  27. I like viewing web sites which comprehend the price of delivering the excellent useful resource free of charge. I truly adored reading your posting. Thank you!
    data science course in hyderabad
    data analytics course
    business analytics course

    ReplyDelete
  28. I was taking a gander at some of your posts on this site and I consider this site is truly informational! Keep setting up..data science course in malaysia

    ReplyDelete
  29. Nice Article, thank you for sharing great information on the topic of artificial intelligence. If you are looking for the best artificial intelligence software development company then NOBORDER.z Ltd is the best for you.

    ReplyDelete
  30. This is good information and really helpful for the people who need information about this.
    Artificial intelligence Training in Noida

    ReplyDelete
  31. https://www.seekace.com/about
    best data science course provides by SeekACE Solutions into an emerging leader for product development and customization with a strong blend of Data Science and AI.
    https://www.seekace.com/about

    ReplyDelete
  32. Deep knowledge of trending technology.If you want to read similar technology article/news then visit us, we are technology/news/smartphone company.Visit us: https://techmie.com/

    ReplyDelete
  33. iot training in chennai -Internet of things is an technology which is basically to connect every product with the Internet. Definitely Best IOT Training Institute in Chennai will train you in this technology with an assured placements.

    DevOps training in chennai - It's right time to learn the trending technolgy such as DevOps. Try to find a Best DeVops training Institute in Chennai.

    blue prism training in Chennai - Blue prism is an developing and future technology of IT and start to start for Best Blue prism technology in Chennai.

    uipath training in Chennai - Best uipath course and training in Chennai will also create a better path for your future.

    microsoft azure training in chennai - Best azure training in Chennai offering the courses with guidance for Microsoft azure training.

    ReplyDelete
  34. Thanks for sharing this amazing post
    We provide Classroom training on IBM Certified Data Science at Hyderabad for the individuals who believe hand-held training. We teach as per the Indian Standard Time (IST) with In-depth practical Knowledge on each topic in classroom training, 80 – 90 Hrs of Real-time practical training classes. There are different slots available on weekends or weekdays according to your choices. We are also available over the call or mail or direct interaction with the trainer for active learning.
    data science course training in Hyderabad

    Data Science Course in Hyderabad

    ReplyDelete
  35. This comment has been removed by the author.

    ReplyDelete
  36. This comment has been removed by the author.

    ReplyDelete
  37. This comment has been removed by the author.

    ReplyDelete
  38. keep up the good work. this is an Ossam post. This is to helpful, i have read here all post. i am impressed. thank you. this is our site please visit to know more information
    data science training in Hyderabad

    ReplyDelete
  39. Nice blog, it's so knowledgeable, informative, and good looking site. I appreciate your hard work. Good job. Thank you for this wonderful sharing with us.data science course in Hyderabad

    ReplyDelete
  40. Incredible post. We are the provider of Engineering solutions in Delhi and additive manufacturing technologies (Servo planetary, Strainwave gearboxes, AGV, Six axis collaborative, Pic & place gantry robots) provider in India. Specialist engineering solutions service the clients across a range of engineering segments helping improve their engineering efficiency.

    For More Information:
    Contact Us: Precimotion
    Email: precimotionsolution@gmail.com
    Website: https://www.precimotion.co/
    Phone: 8285021966

    ReplyDelete
  41. Wonderful article, Thank you for sharing amazing blog write-ups.

    You can also check out another blog on Cryptography and Network Security

    ReplyDelete
  42. Appreciating the time and energy you put into your blog and detailed information you provide. It’s nice to come across a blog every once in a while that isn’t the same outdated rehashed information. Excellent read! I’ve saved your site and I’m adding your RSS feeds to my Google account.
    data scientist training and placement in hyderabad

    ReplyDelete
  43. Great information i would like to learn more from this blod hope you can enjoy reading more on Business Analytics Course in Dehradun"

    ReplyDelete
  44. Pretty article! I found some useful information in your blog, it was awesome to read, thanks for sharing this great content to my vision, keep sharing. Artificial Intelligence Course in Muscat | Robotic And Coding For Kids in Muscat | Digital Marketing Training in Muscat | SEO Services in Muscat

    ReplyDelete
  45. Innomatics Research Labs is collaborated with JAIN (Deemed-to-be University) and offering the Online MBA in Artificial intelligence from Jain University. This course helps in analyzing data, making predictions and decisions for a better understanding of market trends, creating disruptive business models for the topmost industries.
    Online MBA in Artificial intelligence from Jain University

    ReplyDelete
  46. Machine Learning Annotation As a Service

    We blend the power of AI, NLP and ML with the thought process of actual brains of intelligent people to train your machines to make it smarter, faster and more human.

    Visit to- cognegicanetworks.com for more details

    ReplyDelete

  47. Training Data Sets for AI and Machine learning Engines



    Training Data Sets for World’s Leading AI and Machine Learning Companies.Cognegica Networks was a dream realized early in 2018 as an enterprise that amalgamated technology with rural development.




    to get more - https://www.cognegicanetworks.com/

    ReplyDelete
  48. Best Article published by your comapany and its very informatics for users. AI Course in Delhi is the reenactment of the patterns of human information by machines, particularly PC systems. It is a space of computer programming which weighs on the creation or advancement of clever machines that react and work like people. SSDN Technologies also providing the best IT Training of Artificial Intelligence Course in Delhi.

    Read More- AI Training in Delhi

    ReplyDelete
  49. Today a wide variety of technologies are used in order to create artificial intelligence programs which are capable of running artificial intelligence software apps. Among these technologies include reinforcement learning, artificial intelligence, big data analytics, and conversational understanding.

    ai development services

    ReplyDelete
  50. If you want your business to take to the next level, you definitely need to integrate AI into your business model. For this purpose, you need to hire an experienced and well-reputed Artificial Intelligence (AI) development company. That’s where we come in. Here at IIInigence, we stand proud as the best AI Development company in the USA, offering exceptional Machine Learning, Automation, and Computer Vision services.

    ReplyDelete
  51. I'm happy to find this page: I need to thank you for the time I spent on this particularly extraordinary perusing!! I truly enjoyed each part and furthermore bookmarked you for new Information on your site…

    DevOps Training in Hyderabad

    ReplyDelete
  52. Nice blog. Thanks for sharing this post with us.
    I have one reference for trending online courses. I f you are looking for change your career into analytics domain then AI Patasala is the best option for you. AI Patasala offers Data Science Course, Artificial Intelligence Course, Machine Learning Courses and Python Courses

    ReplyDelete
  53. Thank You for Sharing this wonderful and much required information in this post.
    Visit us: Dot Net Training Online India
    Visit us: .Net Online Training Hyderabad

    ReplyDelete
  54. Good Content for the Machine Learning Training and Courses for Freshers and Experience Careers to Upgrade our Designations. Future Technologies in Software Industries Technologies,
    Machine Learning Training in Bangalore
    Machine Learning course in Bangalore
    Machine Learning with Python Training in Bangalore
    Machine Learning Python Training in Bangalore

    ReplyDelete
  55. Thanks you and excellent and good to see the best software training courses for freshers and experience candidates to upgade the next level in an Software Industries Technologies,

    Machine Learning Training in Bangalore
    Machine Learning Course in Bangalore
    Machine Learning Training Bangalore
    Machine Learning Course Bangalore

    ReplyDelete
  56. Know every aspect of Artificial Intelligence with Tecdecod. Here, I will share with you some unknown and secret hacks and tips of AI. There are many things you need to know about AI, and this guide will help you know everything. So, what are you waiting for? Subscribe my blog and understand the whole AI concept.

    ReplyDelete
  57. It’s difficult to find well-informed people about this topic, but you seem
    like you know what you’re talking about! Thanks
    lead generation

    ReplyDelete
  58. I Like to add one more important thing here, The global Artificial Intelligence in Education market is expected to be around US$ 5.80 Billion by 2025 at CAGR of 45% in the given forecast period.

    ReplyDelete
  59. I Like to add one more important thing here, The global Artificial Intelligence as a Service market is expected to be around US$ 14.7 Billion by 2025 at a CAGR of 47% in the given forecast period.

    ReplyDelete
  60. This comment has been removed by the author.

    ReplyDelete
  61. I Like to add one more important thing here, The Artificial Intelligence Market is expected to be around US$ 190 Billion by 2025 at a CAGR of 37% in the given forecast period.

    ReplyDelete
  62. I Like to add one more important thing here, The Machine Learning as a Service Market is expected to be around US$ 10746.8 Million by 2025 at a CAGR of 42% in the given forecast period.

    ReplyDelete
  63. Fantastic article, informative and knowledgeable content. I am really glad to visit your site. Keep sharing more stuff like this. Thank you.
    Data Science Course Training in Hyderabad

    ReplyDelete
  64. thanks for this information
    get the best mobile app service from lilac infotech-https://lilacinfotech.com/

    ReplyDelete
  65. very nice blog thank you
    very informative blog thank you
    Rudraksha Bracelet

    ReplyDelete
  66. Really an awesome blog and very useful information for many people. Keep sharing more blogs again soon. Thank you.
    Best Data Science Courses

    ReplyDelete
  67. IT's very informative blog and useful article thank you for sharing with us , keep posting learn more about Product engineering services | Product engineering solutions.

    ReplyDelete
  68. Read your blog you have shared amazing information, I really like the information provided by you, You have done some great work. I hope you will share some more information regarding Artificial Intelligence. Appreciate your work.

    AI Solutions Development

    ReplyDelete
  69. Thank you so much for this amazing blog. Keep sharing this type of content with us. If anyone wants to learn PYTHON WITH ARTIFICIAL INTELLIGENCE in Delhi, I will recommend High Technologies Solutions training institute.
    For any further information please call +919311002620 or you can visit website
    https://htsindia.com/Courses/python/python-with-artificial-intelligence-training-course

    ReplyDelete
  70. Do check it out, Iveond is amongst the top AI companies in India

    ReplyDelete
  71. Thanks for sharing this informative article. If you want to Hire AI/ML Developers for your project. Please visit us.

    ReplyDelete
  72. Nice Blog Post. WhizAI Delivers Fast, Contextual Pharma Data Analytics to Enhance Commercialization Processes

    ReplyDelete
  73. I am grateful for the excellent information you provided regarding the top CA institutes in Hyderabad. Thank you for sharing such valuable insights.
    Top CA institutes in Hyderabad

    ReplyDelete
  74. Your post is a game-changer! Thanks for providing such valuable information.

    Learn more about our Artificial intelligence certification to get the best knowledge.

    ReplyDelete
  75. Nice Blog ! I'm thrilled to explore Best Machine Learning training in Noida., an opportunity to dive into AI algorithms and applications, as this blog encouraged me to explore this field more.

    ReplyDelete