Natural Language Processing with Deep Learning (Certification Program by CellStrat) (Self-Paced, Instructor Supported)

Price ₹15,000.00

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Duration: 60 Hrs

Video: 25 Hrs

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PROGRAM DESCRIPTION This online certification program will help you master the concepts of Natural Language Processing (NLP) with Deep Learning 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 + NLP already with extensive AI […]

PROGRAM DESCRIPTION

This online certification program will help you master the concepts of Natural Language Processing (NLP) with Deep Learning 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 + NLP 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 Internship (PG Certificate Level) + Natural Language Processing with Deep 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 NLP 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 advanced NLP
• Experienced professionals who would like to harness artificial intelligence and machine learning in their fields to drive business growth

TOPICS COVERED

• Introduction to Natural Language Processing with Deep Learning
  • Code demo : Demonstrate basic NLP with NLTK
• Document Embedding and GLoVe
  • Code demo : Sentiment Classification using Document Embeddings
• Named Entity Recognition (NER)
  • Code demo : Named Entity Recognition in StackOverflow data
• Dependency Parsing
  • Code demo : Annotate text using Stanford NLP
• RNN LSTM and GRU
  • Code demo : RNN Implementation from scratch
  • Code demo : LSTM Implementation
• Neural Machine Translation, Sequence-to-Sequence and Attention
  • Code demo : Language Translation using Seq-2-Seq
  • Code demo : Attention to build a translation model
• CNN for NLP
  • Code demo : Demonstrate CNN ‘s ability to do text extraction
• Transformers
  • Code demo :  Transformer to solve NLP problems
• Question Answering Architectures, Attention and Transformers
  • Code demo : Demonstrate QA systems using attention
• Contextual Word Representations: BERT & ALBERT
  • Code demo : Pre-training of Deep Bidirectional Transformers for Language Understanding
• Natural Language Generation
  • Code demo :  Creating NLG systems
• GNN- Graph Neural Network
  • Code demo : Use graph network for Text Generation
• Capstone Projects
  • Sentiment Analysis using CNN
  • Learn to create NER for StackOverflow data
  • Text Summarization (Abstractive, Extractive)
  • QA model
• Bonus Project
  • Text-to-Speech with Tacotron

Note :- This course uses TensorFlow and 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 with instructor grading
• Capstone Project
• “Natural Language Processing with Deep 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, TensorFlow 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 !

About Instructors

Artificial Intelligence

Vivek Singhal

Artificial Intelligence A leading Data Scientist and thought leader with expertise in Artificial Intelligence and Deep Learning. Strong experience in AI, telecom and software in leading MNCs like AT&T, Schlumberger, IBM etc. as well as several startups like CellStrat, SalesGlobe and LocVille.com.