ONLINE MODE

DURATION:  6 weeks – 2 classes per week – 3 hours per class (Roughly 2 hours of theory and 1 hour practical). Total of 36 hours

CLASS START: October 1st 2022

TIME: Saturday and Sunday 11:00 – 14:00

COURSE FEE : 4500 INR / Person.

GROUP DISCOUNT OFFER

Group of 5 & above will get 5% Discount

Group of 10 & above will get 10% Discount

(ONLYLIMITED SEATS PER BATCH AND THE SEATS ARE FILLED ON "FIRST COME & FIRST SERVE)

We will have weekly assignments and feedback so more work.

HARD COPY OF CERTIFICATE WILL BE SENT TO YOUR GIVEN ADDRESS

AGENDA

(Tentative. Might change at the end)

Week 1: Introduction

•            Day 1: Introduction to AI, Data, Data analysis, ML/DL.

•            Day 2: World of Data.

Week 2: Data and Features

•            Day 1: Data structures, Data representation, Feature identification.

•            Day 2: Statistics and probability Theory.

Week 3: Pattern Recognition

•            Day 1: Classifiers, Nearest neighbors, Regressors.

•            Day 2: SVM, SVR

Week 4: Pattern Analysis

•            Day 1: Density Estimation, Clustering, Random Forest

•            Day 2: GMM, PCA, High Dim spaces, HMM

Week 5: Deep Learning – A Introduction.

•            Day 1: Introduction to MLP, Losses, Activations and optimizers

•            Day 2: Back propagation, Fully connected Networks, CNN

Week 6: Deep Learning – Advanced topics

•            Day 1: ResNets, MobileNets, RNNs and LSTMs

•            Day 2: Transformer models and recap.

Apart from the content, few exercise sheets will be provided and a feedback on the work will be given for those who submit the solutions.