
Natural Language Processing Roadmap + LLMs Bonus
Unlock the power of language with our NLP Roadmap!
Designed for curious minds and tech enthusiasts, this step-by-step guide takes you from mastering foundational concepts to exploring advanced NLP techniques.
Dive into linguistics, conquer text preprocessing, and harness the latest in deep learning and transformer models.
Whether you’re aiming to build chatbots, analyze sentiments, or stay ahead with cutting-edge research, our roadmap equips you with the tools, resources, and practical project ideas to excel in the industry. Transform your skills and start your NLP adventure today!
What is included:
- Foundations of NLP
- Core concepts: syntax, semantics, pragmatics.
- Text Preprocessing
- Cleaning and transforming raw text data.
- Statistical NLP Techniques
- BoW, TF-IDF, N-grams, language models.
- Machine Learning for NLP
- Supervised learning, text classification, clustering.
- Deep Learning for NLP
- RNNs, LSTMs, transformers, attention mechanisms.
- Transfer Learning and Fine-Tuning
- Adapting pre-trained models for specific tasks.
- Specialized NLP Applications
- Domain-specific uses in healthcare, finance, legal.
- Building and Deploying Large-Scale NLP Systems
- Scalability, cloud deployment, real-world integration.
- Ethics and Fairness in NLP
- Addressing bias, fairness, ethical considerations.
- Portfolio Building and Interview Preparation
- Showcasing skills, preparing for NLP-specific interviews.
- Bonus 1: Learn Large Language Models
- A chapter dedicated to mastering LLMs and Generative AI
- Bonus 2: NLU - Natural Language Understanding
- Dive into the concept of NLU and combine it with NLP
Natural language processing and LLMs are shaping today's AI landscape. Become a part of the race or get replaced! Download below