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Python
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Reading list

What is NLP? Applications of NLP
Understanding Text Pre-processing Tokenization in NLP Byte Pair Encoding Tokenizer Free Language Modeling with Pixels Stopword Removal Stemming vs Lemmatization Text Mining
Spacy Tutorials Gensim Tutorials
What are Regular Expressions? Regular Expressions
String Similarity
Spelling Correction
Introduction to Topic Modeling Latent Dirichlet Allocation (LDA) Implement Topic Modeling
Introduction to Feature Engineering for Text Data Implement Text Feature Engineering Techniques Introduction to One Hot Encoding Implement One Hot Encoding Limitations of One Hot Encoding Count Vectorizer and TF-IDF Solving Text classification using TF-IDF
Information Retrieval System Explained in Simple terms! How does Google Rank Search Results? Knowledge Graph
Understanding Word2Vec Understanding Skip Gram and Continous Bag Of Words Word2Vec Implementation in Gensim Visualizing Word2Vec
Word Senses and Word Sense Ambiguity
Why Are We Interested in Syntatic Strucure? What is a Dependency Grammar? Neural Dependency Parsing
Introduction to Language Models N-Gram Language Models Neural Language models
Why Sequence models? Usecases of Sequence models Introduction to RNN Implement RNN
Shortcomings of RNN What is Long Short Term Memory (LSTM) Implementing LSTM Build Your Own Fake News Classification Model What is Gated Recurrent Unit (GRU)? Implementing GRU
Introduction to Machine Translation Multilingualism in NLP Drawbacks of Seq2Seq model Mathematical Calculation of Attention
Understand Positional Encoding Introducing Transformers Model Key Query Value Attention in Tranformer Encoder
Pretrained Language Models in NLP Generative Pre-training (GPT) for Natural Language Understanding(NLU) Finetuning GPT-2 Understanding BERT Finetune Masked language Modeling in BERT Implement Text Classification using BERT Finetuning BERT for NER Extensions of BERT: Roberta, Spanbert, ALBER MobileBERT GPT-3 Prompt Engineering in GPT-3 Bigbird T5 and large language models
Implement Question Answering on SQUAD
Text Summarization
Named Entity Recognition (NER) in Python with Spacy
Coreference Resolution
Visualizing Sounds Using Librosa Machine Learning Library! Audio Processing Audio Analysis Audio Classification using Deep Learning
Automatic Speech Recognition Implement Automatic Speech Recognition Can Voice Conversion Improve ASR in Low-Resource Settings?
Audio Separation
Building Chatbots Building Chatbots using Rasa
Automate NLP Tasks using EvalML Library

Generative AI Toolbox

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Analytics Vidhya Last Updated : 25 Apr, 2024
< 1 min read
Generative AI Tools
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Analytics Vidhya

Analytics Vidhya Content team

Free Courses

Generative AI 4.7

Generative AI - A Way of Life

Explore Generative AI for beginners: create text and images, use top AI tools, learn practical skills, and ethics.
Large Language Models 4.5

Getting Started with Large Language Models

Master Large Language Models (LLMs) with this course, offering clear guidance in NLP and model training made simple.
Prompt Engineering 4.6

Building LLM Applications using Prompt Engineering

This free course guides you on building LLM apps, mastering prompt engineering, and developing chatbots with enterprise data.
LlamaIndex 4.8

Improving Real World RAG Systems: Key Challenges & Practical Solutions

Explore practical solutions, advanced retrieval strategies, and agentic RAG systems to improve context, relevance, and accuracy in AI-driven applications.
RAG systems using LlamaIndex 4.7

Microsoft Excel: Formulas & Functions

Master MS Excel for data analysis with key formulas, functions, and LookUp tools in this comprehensive course.

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Top 30+ ChatGPT Alternatives You Can Try In 2024 (Free and Paid)
Top 30+ ChatGPT Alternatives You Can Try In 2024 (Free and Paid)
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140+ Generative AI Tools That Can Make Your Work Easy

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