UsefulLinks
Computer Science
Artificial Intelligence
Machine Learning
Machine Learning for Developers
1. Introduction to Machine Learning for Developers
2. Machine Learning Project Lifecycle
3. Supervised Learning Fundamentals
4. Unsupervised Learning Fundamentals
5. Python Machine Learning Ecosystem
6. Data Engineering for Machine Learning
7. Pre-trained Models and Transfer Learning
8. Model Deployment and MLOps
9. Production Monitoring and Maintenance
10. Natural Language Processing for Developers
11. Computer Vision for Developers
12. Responsible AI and Ethics
13. Advanced Topics and Specializations
10.
Natural Language Processing for Developers
10.1.
Text Preprocessing
10.1.1.
Text Cleaning
10.1.1.1.
Noise Removal
10.1.1.2.
Normalization
10.1.1.3.
Tokenization
10.1.2.
Linguistic Processing
10.1.2.1.
Stemming and Lemmatization
10.1.2.2.
Part-of-Speech Tagging
10.1.2.3.
Named Entity Recognition
10.2.
Text Representation
10.2.1.
Traditional Methods
10.2.1.1.
Bag-of-Words
10.2.1.2.
TF-IDF
10.2.1.3.
N-gram Models
10.2.2.
Word Embeddings
10.2.2.1.
Word2Vec
10.2.2.2.
GloVe
10.2.2.3.
FastText
10.2.3.
Contextual Embeddings
10.2.3.1.
ELMo
10.2.3.2.
BERT
10.2.3.3.
GPT Models
10.3.
Common NLP Tasks
10.3.1.
Text Classification
10.3.1.1.
Sentiment Analysis
10.3.1.2.
Topic Classification
10.3.1.3.
Spam Detection
10.3.2.
Information Extraction
10.3.2.1.
Named Entity Recognition
10.3.2.2.
Relation Extraction
10.3.2.3.
Event Extraction
10.3.3.
Text Generation
10.3.3.1.
Language Modeling
10.3.3.2.
Text Summarization
10.3.3.3.
Machine Translation
10.3.4.
Question Answering
10.3.4.1.
Extractive QA
10.3.4.2.
Generative QA
10.3.4.3.
Conversational AI
10.4.
Transformer Architecture
10.4.1.
Attention Mechanisms
10.4.1.1.
Self-Attention
10.4.1.2.
Multi-Head Attention
10.4.1.3.
Positional Encoding
10.4.2.
Pre-trained Models
10.4.2.1.
BERT Family
10.4.2.2.
GPT Family
10.4.2.3.
T5 and Variants
10.4.3.
Fine-Tuning Strategies
10.4.3.1.
Task-Specific Fine-Tuning
10.4.3.2.
Few-Shot Learning
10.4.3.3.
Prompt Engineering
Previous
9. Production Monitoring and Maintenance
Go to top
Next
11. Computer Vision for Developers