IISc Bangalore - IISC - PG Level Advanced Certification Programme in Deep Learning Foundations and Applications offered by TalentSprint, Hyderabad
IISC - PG Level Advanced Certification Programme in Deep Learning Foundations and Applications at TalentSprint, Hyderabad Overview
Duration | 10 months |
Total fee | ₹4.00 Lakh |
Mode of learning | Online |
Credential | Certificate |
IISC - PG Level Advanced Certification Programme in Deep Learning Foundations and Applications at TalentSprint, Hyderabad Highlights
- Earn a PG certificate from CCE, IISC, Bangalore
- Get mentored by researchers and practitioners
- Option to pay fee with 0% interest with EMI available
- Work on curated industry Capstone or BYO projects
- 2 days campus visits at IISc Bangalore at additional charges
- Career/Job supports through TalentSprint Career Accelerator Program
IISC - PG Level Advanced Certification Programme in Deep Learning Foundations and Applications at TalentSprint, Hyderabad Course details
- For practicing and aspiring AI/ML professionals
- Supervised and Unsupervised Learning
- Logistic regression and Neural Networks
- Language Modeling, Convolutional neural networks for Text
- Audio representations for deep learning
- Popular CNN architectures
- Value functions, Finite and infinite Problems
- Deep Generative Models
- This programme enables professionals to build expertise in Deep Learning, starting from essential theoretical foundations to learning how to apply them in the real world effectively
- The programme creates a practical understanding of how Machine Learning algorithms can be developed and optimized for hardware
- The interactive sessions will cover fundamentals of deep learning and its applications including speech, text, image, and video processing
- It is delivered in a unique 5-step learning process of LIVE online interactive sessions by IISc and TalentSprint faculty, capstone projects which start in the middle of the programme and continue till the end
IISC - PG Level Advanced Certification Programme in Deep Learning Foundations and Applications at TalentSprint, Hyderabad Curriculum
Module 0: Programming and Basic Math (Preparatory Module)
Module 1: Mathematical Preliminaries and Data Visualization
Linear Algebra
Probability and Statistics
Numerical Optimization for ML
Data Visualization
Module 2: Introduction to Machine learning
Supervised Learning
Unsupervised Learning
Module 3: Deep Learning Architectures
Logistic regression
Neural Networks - CNN, RNN, LSTM
Backpropagation, Deep networks
Regularization, Dropout, Batch Normalization
Module 4: Deep Learning for Natural Language Processing
Introduction
Distributed word representations
Language Modeling, Convolutional neural networks for Text
GRUs, LSTMs for Language Modeling, Attention and Applications, GPT, BERTs and Variants
Recurrent Neural Networks (Unidirectional and Bidirectional), Machine Translation, POS, Sentence Classification, Text Generation
Graph Neural Networks
Module 5: Deep Learning for Speech and Audio Processing
Audio representations for deep learning
Speech Recognition
End-to-end deep networks
Detection Models
Module 6: Deep Learning for Computer Vision
Popular CNN architectures
Transfer learning, autoencoders
Object detection,image segmentation
RNN and LSTM for image captioning/video
Module 7: Deep Reinforcement Learning
Introduction to sequential decision making under uncertainty
Implementing RL algorithms with deep neural networks
Value functions, Finite and infinite Problems
Module 8: Deep Learning for IoT/Edge Devices
Overview of various ML hardware for IoT/Edge devices
Energy Efficiency, IoT/Edge Devices
Optimization techniques * ML Model for Edge Devices
Module 9: Representation Learning
Deep Generative Models I
Deep Generative Models II
Semi and Self-supervised Learning I
Semi and Self-supervised Learning II
IISC - PG Level Advanced Certification Programme in Deep Learning Foundations and Applications at TalentSprint, Hyderabad Faculty details
IISC - PG Level Advanced Certification Programme in Deep Learning Foundations and Applications at TalentSprint, Hyderabad Entry Requirements
- Education: Graduation (four years or equivalent)
- Experience: Working professionals with active hands-on coding experience
- Pre-requisites: Programming knowledge is mandatory
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