Generative AI for Natural Language Processing

BY
Great Learning

Learn the importance of natural language processing in AI with the Generative AI for Natural Language Processing certification course by Great Learning

Mode

Online

Duration

12 Weeks

Fees

₹ 120000

Inclusive of GST

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study, Virtual Classroom
Mode of Delivery Video and Text Based

Course overview

The Generative AI for Natural Language Processing certification course is designed to provide participants with comprehensive knowledge in utilising generative artificial intelligence (AI) techniques for natural language processing (NLP) tasks. The course is curated to empower learners to leverage advanced AI models to generate human-like text and create innovative solutions for various NLP challenges.

The Generative AI for Natural Language Processing training course by  Great Learning delves into a wide array of topics essential for understanding and implementing generative AI in NLP applications. Students will gain a deep understanding of the underlying principles of NLP systems and many more.

The highlights

  • 12-week Online Programme
  • Offered by Great Learning
  • Certificate of Completion
  • Hands-on learning experience 
  • Learn from skilled industry experts
  • 10+ real-world case studies and 2 hands-on projects

Program offerings

  • Practical learning
  • Spacy
  • Beautiful soup
  • Scikit-learn
  • Tensorflow/ keras
  • Pytorch
  • Hugging face
  • Openai
  • Langchain
  • Nltk

Course and certificate fees

Fees information
₹ 120,000  (Inclusive of GST)

The Generative AI for Natural Language Processing Certification fee is ₹ 1,20,000 + GST. Candidates are required to pay for the course in the payment gateway window. 

Generative AI for Natural Language Processing Certification Fee Structure

Course Details 

Total Fees

Generative AI for Natural Language Processing

₹ 1,20,000 + GST

certificate availability

Yes

certificate providing authority

Great Learning

Who it is for

The Generative AI for Natural Language Processing Certification online course is designed for those interested in learning more about artificial intelligence, including:

Eligibility criteria

Certification Qualifying Details

  • The Generative AI for Natural Language Processing Certification is provided to students after completion of the course modules.

What you will learn

The Generative AI for Natural Language Processing Certification syllabus provides students with an understanding of the NLP concept. They will delve into various aspects such as summarisation text generation and memory reasoning. They will be able to develop querying abilities while learning the fundamentals of natural language processing.

Upon completion of the Generative AI for Natural Language Processing certification by Great Learning, students will develop an excellent career in prompt engineering. Candidates will engage in a series of interactive lectures, hands-on coding exercises, and real-world projects under the guidance of industry experts.

The syllabus

Module 0 : Pre-work

Week 0: Precursors to Generative NLP
  • Machine Learning Refresher
  • Text Preprocessing for NLP
  • Deep Learning for NLP

Module 1 : LLM Pathway to Generative AI

Week 1 : The Pathway to Generative AI
  • Historical Progression of NLP
  • Large Language Models and Generative AI
  • Solution Framework - Conversational AI Assistant
Week 2 : Transformers for Large Language Models
  • Introduction to Transformers
  • Encoder vs Decoder Stage
  • Self-Attention for LLMs

Module 2 : LLM Foundations for Generative AI

Week 3 : Prompt Engineering Fundamentals
  • Prompt Engineering for LLMs
  • Prompt Parameters vs Prompt Templates
  • No Code & Code-oriented Prompt Engineering
Week 4 : Prompt Engineering Solutions for Generative NLP
  • Text Classification, Text Summarization and Text Generation
  • Evaluation Metrics - Discriminative (Text-to-Label) & Generative (Text-to-Text) NLP 
  • Workflow for Prompt Engineering-based Generative NLP Solutions
Week 5 : Learning Break
Week 6 : Mid-term Project: Generative-AI Powered Support Ticket Resolution
  • Hands-on Prompt Engineering Techniques to extract information from and respond to customer responses
  • Workflow for JSON Data Generation using  Prompt Engineering based Generative NLP Solutions

Module 3 : LLM Science and Engineering for Generative AI

Week 7 : AI Assistant Development with LangChain
  • The LangChain Framework
  • Tools and Agents with LLMs
Week 8 : Semantic Search and Retrieval-Augmented Generation
  • Semantic Search with Sentence Embeddings
  • The RAG Workflow for Contextual Prompts
Week 9 : Optimization, Alignment and Fine-tuning for LLMs - Part I
  • Fine-tuning for Large Language Models
  • Necessity, benefits & risks with Fine-tuning
Week 10 : Optimization, Alignment and Fine-tuning for LLMs - Part II
  • The GPT-style Assistant Training Pipeline
  • Training & Fine-tuning Custom LLMs
Week 11 : Learning Break
Week 12 : Final Project: Customer Review Classification & Summarization
  • Hands-on Prompt Engineering Techniques to extract information from and respond to customer responses
  • LLM Performance Evaluation: Before and after training assessments to understand the impact of fine-tuning on model summarization capabilities.
  • Workflow for JSON Data Generation using Prompt Engineering based Generative NLP Solutions

Webinar by an Industry Expert

Admission details

Follow these steps to join the Generative AI for Natural Language Processing Certification classes:

Step 1: Browse the official URL:

https://www.mygreatlearning.com/generative-ai-for-nlp

Step 2: Submit the online application by filling out all the necessary and relevant information.

Step 3: You will be contacted to receive additional information regarding the course.

Step 4: Pay the course fee in the payment gateway option.

Step 5: Access the course and start the learning process.


Filling the form

To enrol in the Generative AI for Natural Language Processing Certification course, candidates are required to submit the online application which asks for details such as primary email address, name, phone number and more.

How it helps

The Generative AI for Natural Language Processing Certification benefits include: 

  • Enhance expertise in artificial intelligence techniques for natural language processing tasks.
  • Boost professional credibility in the field.
  • Acquire a comprehensive understanding of NLP systems in AI.
  • Develop practical skills for real-world application.

Instructors

Dr Abhinanda Sarkar

Dr Abhinanda Sarkar
Academic Director
Great Learning

Other Bachelors, Other Masters, Ph.D

Mr Bradford Tuckfield
Data Scientist
Freelancer

Dr Pavankumar Gurazada
Faculty
Great Learning

Other Bachelors, MBA

Mr Georg Huettenegger
Mentor
Great Learning

Mr Omar Attia
Senior Machine Learning Engineer
Freelancer

Ms Ramya Girish Balasubramaniam
Instructor
Freelancer

FAQs

Who is eligible to enrol in the Generative AI for Natural Language Processing Certification course?

The course welcomes individuals with a passion for artificial intelligence, irrespective of their educational backgrounds, who are eager to pursue a career in this field.

What benefits does the Generative AI for Natural Language Processing Certification offer to participants?

The certification elevates expertise, bolsters credibility within the domain, and furnishes a thorough grasp of AI-driven NLP methodologies.

Is there a practical component to the Generative AI for Natural Language Processing Certification online course?

Yes, the program emphasises practical application, ensuring participants develop hands-on skills for effective career counselling in real-world scenarios.

How long does it take to complete the Generative AI for Natural Language Processing Certification training?

The duration may vary, but participants can complete the programme at their own pace.

Can individuals from diverse educational backgrounds benefit from the Generative AI for Natural Language Processing Certification online course?

Yes, the course is tailored to accommodate individuals from diverse educational backgrounds, offering a thorough grounding in career counseling techniques and resources.

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