Certification Course in AI & Machine Learning

Program Description and Objectives

  • This course provides a broad introduction to artificial intelligence and machine learning, including data analysis and data visualization.
  • The course will go into depth about supervised learning, unsupervised learning, reinforcement learning and deep learning.
  • Participants will have the opportunity to explore numerous AI and/or ML applications, which will enable them to apply learning algorithms for solving trending real world problems such as autonomous driving, social media analytics, affect recognition, computer vision, medical informatics, and building interactive robots.

Who should attend

With the demand for AI in a broad range of industries, This certification course AI course is well suited for a variety of roles and disciplines, including:

  • Developers aspiring to be a 'Artificial Intelligence Scientist' or 'Machine Learning engineers'
  • Analytics professionals who want to work in machine learning or artificial intelligence
  • Engineers Graduates looking to build a career in Artificial Intelligence and machine learning
  • Experienced professionals who would like to harness Artificial Intelligence in their fields to get more insight

Pedagogy

  • Case Study and capstone project under the guidance of a mentor.
  • Online Live Classes supplemented by Assignments/Quiz etc
  • Virtual labs by TAs (hand-selected PhD students)

Program Duration: 6 Months

Class Timing

Saturday - 10:30 AM to 01:30 PM

Program Delivery

The sessions will be delivered on Education Lanes(TMGFL) platform through Direct to Desktop mode.

Total Fees

Course Fees are payable by Student directly to Tech Mahindra Growth Factories Limited

Course Fee :

Rs. 1,30,000/- + GST

Rs. 1,20,000/- + GST (Discounted Fee for Lump sum Payment)

Other Fee :

Collection of Fee:

Program Fees
Installment Schedule Registration Fees Admission Fees 1st Installment 2nd Installment
Installment Amount 10,000/- + GST 50,000/- + GST 30,000/-+ GST 40,000/-+ GST
Installment Date At the time of Enrollment 12th Aug 2019 Nov 2019 Jan 2020

Program Content

  1. Foundations
    • Python
    • Data Visualization and Analysis
    • Statistics and Probability
    • Linear Algebra
  2. Fundamental Learning
    • Introduction to AI: Logic and Search
    • Overview of ML: Training/Testing, Pipeline, Evaluation Metrics etc
    • Practical Aspects of ML: Bias/Variance, Overfitting; Jackknifing/, Cross-Validation; Occam's razor; Regularization and Model Selection
    • Supervised ML: Bayes Classification, Regression, Least Square and GD Optimization, Decision trees, Ensembles, RDF, SVM and kernels
    • Supervised ML: Perceptron, MLP, GD using Backpropagation, RBF, HMM
    • Unsupervised ML: Clustering, Dimensionality Reduction (PCA/LDA, SVD)
  3. Advanced Learning
    • Reinforcement Learning: Q-Learning, SARSA, DQN, DDPG 4.5 3
    • Deep Learning: CNN, Auto Encoder, RBM, RNN, GAN
  4. Application
    • Computer Vision
    • Natural Language Processing
    • Robotics and Autonomous Vehicles
    • Explainable AI and Ethics
  5. Capstone
    • ML + Application Domains

Assessments:

  • Assignment based evaluations - every fortnight,
  • Quizzes every month
  • One end-sem examination
  • capstone project evaluation at the end of the semester.
  • A minimum of 70% attendance to the LIVE lectures is a prerequisite for the successful completion of this program. There may be periodic evaluations built in throughout the duration of the course. These may be in the form of a quiz, assignment or other objective/subjective assessments as relevant and applicable to the program and are designed to ensure continuous

Tech Mahindra Growthd Factories Ltd.

A - 7, Sector - 64, Noida - 201301

info@educationlanes.com

Mobile:+ 91 9975806184

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