ORGANIZED BY TOP ENGINEERS ( A MIT- ANNA UNIVERSITY ALUMNI START UP)[INDIA’S LEADING EDUCATIONAL SERVICE CONDUCTING FIRM]
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.
