Deep Reinforcement Learning (Certification Program by CellStrat) (Self-Paced, Instructor Supported)

PROGRAM DESCRIPTION

This online certification program will help you master the concepts of Deep Reinforcement Learning (DRL) together with good number of hours of pre-recorded video instruction by our expert data scientist and hands on tutorials and projects.

Note : Are you an Expert in ML + DL + RL already with extensive AI expertise ? Then check out our CellStrat Research Fellow program.

JOIN THE COURSE ANYTIME and COMPLETE THE COURSE AT YOUR OWN PACE.

DURATION: 8 Weeks/ 60 Hours (25 hours pre-recorded instructor videos + 25 hours tutorial practice + 10 hours project)

Instructor-supported program :-

• 2 videos of 2 hrs. each provided per week along with tutorials and exercises. Candidates review the videos (self paced) for theory and code demos.
• The instructor will provide coding assignments, evaluation and projects every week.
• Candidate assignments are graded by the instructor and solution key provided to the candidate.
  

Total course duration :- 60 hours (25 hours pre-recorded instructor videos + 25 hours of self-practice on coding tutorials + 10 hour project)

PREREQUISITES

• Candidate must have some programming knowledge/experience in any language
• Maths / Statistics background expected until Senior School at least
• CellStrat Machine Learning AND Deep Learning Course or equivalent expertise

COMBO PACKAGE

Take individual courses. Or enquire about the combo package :

- Machine Learning + Deep Learning with TensorFlow + AI Product Internship (PG Certificate Level) + Reinforcement Learning

BENEFITS

1) Self paced online video based coaching supported by top Data Scientists from CellStrat. Personal mentoring by the instructor to help candidates with coding assignments and projects.

JOIN THE COURSE ANYTIME and COMPLETE THE COURSE AT YOUR OWN PACE.

2) Prepare for lucrative career in Artificial Intelligence and Machine Learning, the hottest career option of this decade.

3) Join the CellStrat’s Disrupt4.0 community, and get connected to the global AI community.

4) CellStrat AI Lab Membership :- Includes access to CellStrat AI Lab for 3 Months - one of the world's most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP, RL and Quantum Computing. CellStrat students brush up their skills on advanced AI projects in the AI Lab.

Mode of training : Self-paced video based training with online videos on Reinforcement Learning modules. Instructor support for grading of programming assignments.

TARGET AUDIENCE

• Professionals who want to work in Artificial Intelligence or Machine Learning
• IT professionals looking for a career switch into the field of Artificial Intelligence
• Graduates looking to build a career in AI and ML
• Students who wish to learn Reinforcement Learning
• Experienced professionals who would like to harness artificial intelligence and machine learning in their fields to drive business growth

TOPICS COVERED

• Introduction to Reinforcement Learning
• Markov Decision Process
• Dynamic Programming
• Monte Carlo methods
• Temporal Difference Methods
• DQN with Exp. Replay & Fixed Q Targets
• DQN and Variants
• Policy Gradients: REINFORCE and VPG
• Proximal Policy Optimization
• RL in Finance with Actor Critic
• Deep Deterministic Policy Gradients
• Multi Agent Reinforcement Learning
• MonteCarlo Tree Search and AlphaZero

Note :- This course uses PyTorch Deep Learning Python library. The Course includes some PyTorch refresher material to help the candidate review PyTorch coding.

INCLUDES

• Prior recorded videos (concept lectures+code demos) by CellStrat Data Scientists
• Programming demos
• Hands-on programming assignments
• Capstone Project
• Quizzes and Assessment
• "Deep Reinforcement Learning" Certificate by CellStrat
• Become part of exclusive CellStrat #AIExpert community where CellStrat Data Scientists guide you in your AI career and help answer technical questions in an ongoing way
• CellStrat AI Lab Membership - Includes access to CellStrat AI Lab for 3 Months - one of the world's most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP, RL and Quantum Computing. CellStrat students brush up their skills on advanced AI projects in the AI Lab.

REQUIRED

– Candidate must have a personal desktop or laptop with minimum Intel i5 processor or above (preferred Intel i7) or equivalent AMD processor with minimum 4 GB RAM.

Note :- Instructions on how to install Python, PyTorch and other relevant libraries on your laptop / desktop will be provided at the start of training. We may also use online Google Colaboratory for some of the tutorials.

COURSE MENTOR

Vivek Singhal (AI Data Scientist, CellStrat)

LinkedIn : https://www.linkedin.com/in/viveksinghal1

Still in dilemma, would you like to get a preview of our earlier sessions? If yes, then visit CellStrat Youtube Channel.

Questions ? Please feel free to call us at +91-9742800566 !