Deep Learning with TensorFlow (Certification Program) (Self Paced, Instructor Supported)

PROGRAM DESCRIPTION

This online certification program will help you master the concepts of Deep Learning, TensorFlow and Artificial Neural Networks 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 and DL already ? Then check out CellStrat AI Internship Program.

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

DURATION: 8 Weeks/ 70 Hours (36 hours pre-recorded instructor videos + 24 hours practice + 10 hours project)

Instructor-supported program :-

• 2 videos of 3 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 solutions provided to the candidate.

Total course duration :- 70 hours (36 hours pre-recorded instructor videos + 24 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 course or equivalent expertise

COMBO PACKAGE

Take individual courses. Or inquire for combo package :

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

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) AI Lab Membership :-

- With VIRTUAL AI Lab Membership Option - Virtual / Online Access to CellStrat AI Lab - one of the world's most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP and Predictive Analytics. CellStrat students brush up their skills on advanced AI projects in the AI Lab.

- With IN-PERSON AI Lab Membership Option - Access to CellStrat AI Lab in Bengaluru / Delhi NCR for 2 Months - one of the world's most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP and Predictive Analytics. 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 Deep 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 Machine Learning
• Students who wish to learn Machine Learning
• Experienced professionals who would like to harness artificial intelligence and machine learning in their fields to drive business growth

TOPICS COVERED

• Introduction to Deep Learning
• Introduction to TensorFlow
  • Code demo : TF Computation Graph, Model Save/Restore, TensorBoard
• Perceptrons
  • Code demo : Classify IRIS flower dataset
• How to train Artificial Neural Networks (ANN)
  • Code demo : Predict diabetes occurence
• Multi-layer ANNs
  • Code demo : Check Credit Profile of Banking customers
  • Code demo : MNIST Classifier with Keras and TF.Layers
• Activation Functions
  • Code demo : Demonstrate various activation functions
• Gradient Descent and Propagation
  • Code demo : Demonstrate gradient descent learning
• Optimization and Regularization
  • Code demo : Demonstrate NN optimization techniques
  • Code demo : Demonstrate l1 / l2 regularizer, dropout
• Training Deep Neural Nets
  • Code demo : Demonstrate Deep Neural Nets
• Convolutional Neural Networks (CNNs)
  • Code demo : Train a classifier to detect house vs boat images
• Recurrent Neural Networks (RNNs)Other forms of Deep Learning
  • Code demo : Detect sentiment in news articles
• Capstone Projects
  • Predict sale of a banking deposit product using DNN
  • Train a model to detect Phishing URLs
  • Image Classification on CIFAR dataset

INCLUDES

• Prior recorded videos (concept lectures+code demos) by CellStrat Data Scientist
• Programming demos
• Hands-on programming assignments
• Capstone Project
• Quizzes and Assessment
• "Deep Learning with TensorFlow" 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
• AI Lab Membership :-
  • With VIRTUAL AI Lab Membership Option - Get Virtual / Online access to "CellStrat AI Lab" - one of the world's most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP and Predictive Analytics. Practice your ML and DL skills by developing globally disruptive AI applications as part of the CellStrat AI Lab.
  • With IN-PERSON AI Lab Membership Option - Get access to "CellStrat AI Lab" in Bengaluru / Delhi NCR for 2 Months - one of the world's most advanced AI research groups in the world working on the cutting-edge of Computer Vision, NLP and Predictive Analytics. Practice your ML and DL skills by developing globally disruptive AI applications as part of the CellStrat 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, TensorFlow and other relevant libraries on your laptop / desktop will be provided at the start of training.

INSTRUCTOR

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