Machine Learning, AI & Deep Learning Certification

Machine learning methods are used for data analysis, this is where they are similar to data mining, but the main goal of machine learning is to automate decision models. Algorithms are the heart and soul of machine learning and they help computers to find hidden insights.

So in essence machine learning algorithms need to learn. The machine needs to learn from data. Data will have multi dimensions- Type (quantitative or qualitative), amount (big or small size) and number of variables available to solve a problem. Learning algorithms should also be as general purpose as possible. We should be looking for algorithms that can be easily applied to a broad class of learning problems.

The data scientists are responsible for machine learning and getting outputs but the business people are the ones who are going to use it for business purpose so the rules and insights extracted from machine learning should be interpretable. So the output produced by the machine has to be understood by humans, who may not be from the machine learning area.

What differentiates this course are the following:

  1. Case study based approach, where participants are immersed in the problem.
  2. Complete package of AI (deep learning and NLP) and machine learning.

Objectives

The training aims at providing the participants with latest and general purpose machine learning algorithms. At the same time the training aims to deliver some common threads or a common knowledge base which can be used in future for learning a wide range of algorithms.

Use Cases

Large and comprehensive use cases:

  1. Financial Industry- Participants would learn “Credit Scoring.”
  2. Health care industry- Use tensor flow for extracting information.
  3. The Canada police differential treatment story.
  4. How to find correct weights for food items and have a winning compensation program.
  5. Predicting customer churn in a telecom industry.

Other than this working use cases on:

  1. How to reduce a large number of variables.
  2. Predicting heart attack.
  3. Convert categorical information to continuous information.

  • What is Machine Learning?
  • Machine Learning Use-Cases
  • Machine Learning Process Flow
  • Machine Learning Categories

  • What is AI
  • Applications of AI
  • History of AI
  • Inductive Reasoning & Deductive Reasoning
  • What all are included in AI – Robotics, Agent etc

  • Installation & Setup – R & R Studio
  • Fundamentals: Vector, Function, Packages
  • Matrices: Building, Naming Dimensions, operations, visualizing, sub setting
  • Data Frames: Building, Merging, Visualizing (ggplot2)
  • Hands-on/ Lab

  • Data Analysis Pipeline
  • What is Data Extraction
  • Types of Data
  • Raw and Processed Data
  • Data Wrangling
  • Exploratory Data Analysis
  • Visualization of Data
  • Loading different types of dataset in R
  • Arranging the data
  • Plotting the graphs
  • Hands-on/ Lab

Supervised & UnSupervised Learning

  • Simple Linear Regression
  • Multiple Linear Regression
  • Support Vector Machine
  • Hands-on/ Lab

  • Classification
  • What is Decision Tree?
  • Algorithm for Decision Tree Induction
  • Creating a Perfect Decision Tree
  • Confusion Matrix
  • What is Random Forest?
  • What is Navies Bayes?
  • Support Vector Machine: Classification
  • Hands-on/ Lab

  • What is Clustering & its Use Cases?
  • What is K-means Clustering?
  • What is C-means Clustering?
  • What is Hierarchical Clustering?
  • Hands-on/ Lab

  • Feature Extraction with PCA
  • Feature Selection techniques

  • What is Association Rules & its use cases?
  • What is Recommendation Engine & it’s working?
  • Types of Recommendation Types
  • User-Based Recommendation
  • Item-Based Recommendation
  • Difference: User-Based and Item-Based Recommendation
  • Recommendation Use-case
  • Hands-on/ Lab

  • What is Time Series data?
  • Time Series variables
  • Different components of Time Series data
  • Visualize the data to identify Time Series Components
  • Implement ARIMA model for forecasting
  • Exponential smoothing models
  • Identifying different time series scenario based on which different Exponential Smoothing model can be applied
  • Implement respective ETS model for forecasting
  • Hands-on/ Lab

  • What is Deep Learning
  • Biological Neural Networks
  • Understand Artificial Neural Networks
  • Building an Artificial Neural Network
  • How ANN works
  • Important Terminologies of ANN

Course Reviews

4.9

8 ratings
  • 5 stars7
  • 4 stars1
  • 3 stars0
  • 2 stars0
  • 1 stars0
  1. Profile photo of Sunny Shah

    Viswanathan Kolanchinathan, Pennsylvania, USA

    It was a great experience of getting trained with Collabera TACT under expert trainers. Talking about the training part, it was excellent coordination from Collabera TACT representatives and Trainer. The way technical team supported the classes is really praise worthy. Overall, it was a nice experience.

  2. Profile photo of Sunny Shah

    TIUANG PARKER, QUEBEC, CANADA

    I am Data Scientist and this machine learning upgraded platform was new to me. One of my friends suggested the course offered by TACT and it has simply done wonders for me. I had few specific problems, the answer of which I found in their LMS. It has been a great experience going through their courses.

  3. Profile photo of Sunny Shah

    DAYZEE THOMSON, EDINBURGH, UNITED KINGDOM

    I recently went through their Machine learning program offered by Collabera TACT. I was really impressed by their upgraded content which was toe to toe with latest industry trends. One of the things that impressed me was their support mechanism. The learning consultants would be available for you 24×7.

  4. Profile photo of Sunny Shah

    SIMMONS BROWN, ILLINOIS, USA

    IOT program of Collabera TACT is really awesome. I went through their IOT program due to my job requirements. It has been a pleasant experience as they have really upgraded my level and now I am able to keep up with others in the industry.
    Kudos and keep up the good work.

  5. Profile photo of Sunny Shah

    REHANNA ROMO, NY, USA

    I have plans to set-up my own venture and when I looked for the online training program this seemed affordable. But once you go through the training you feel you are at advantage of getting more than you expect. I already have gone through two of their trainings one technical and one self-paced. It has helped me a lot.

  6. Profile photo of Sunny Shah

    BRIO ALLEN, LONDON, ENGLAND

    To begin with, their support team really understand the meaning of support and they will guide through your requirements. Then everything is a piece of cake. Even a tough course like A.I. seems easy as the trainer would start from scratch. It has been a great and wonderful experience.

  7. Profile photo of Sunny Shah

    SCOTTLIZA, CALIFORNIA, USA

    Being an Algorithm specialist I was getting stuck at few steps after I have been moved to a different role. I enrolled for the course of Artificial Intelligence given by TACT and thank God I did. The trainer was awesome; the LMS material was crisp and upgraded. Altogether it has helped me to handle my job with great ease and the updated material and trainer’s guidance helped me to upgrade

  8. Profile photo of Sunny Shah

    KARLE, PARIS, FRANCE

    I salute you guys. Making a newbie like me to understand technical courses is really tough but by the support of the trainer and support team I have completed the course. The trainer’s accent was easy to understand and the LMS material was also very good. As their tagline says I have been able to standout after taking their course.

TAKE THIS COURSE
  • 31,999.00
  • 0 Hours
1202 STUDENTS ENROLLED

    Upcoming Batches

    India Sat-Sun (8 Weeks)

    17-MAR-18 08:00 AM - 11:00 AM IST

    USA Fri-Sat (8 Weeks)

    16-MAR-18 10:30 PM - 01:30 AM EST

    UK Sat-Sun (8 Weeks)

    17-MAR-18 02:30 AM - 05:30 AM BST


    Enroll Now

     

    Course Features

    We provide 48 hours of live online training including live POC & assignments.

    It would be live & interactive online session with Industry expert Instructor.

    Expert technical team available for query resolution.

    We provide lifetime Learning Management System (LMS) access which you can access from across the globe

    We strive to offer the Best Price to our customers with the guarantee of quality service levels

    Post completion of the course, you will appear for assessment from Collabera TACT. Once you get through, will be awarded as a course completion certificate

    Drop us a query

    Collabera TACT, 25 Airport Road,Morristown, New Jersey 07960 Phone: (973)-598-3969 Email: join@collaberatact.com

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