NLP Roadmap 2024: Step-by-Step Guide | Resources
In this video, we will discuss how you can approach NLP, the step-by-step process you should follow, the resources you can refer to, and the kind of problems you can solve with NLP knowledge.
Step 1: Text Pre-Processing
Step 2: Text Representation
Step 3: Information Extraction
Step 4: Deep Learning for NLP
Step 5: Transformers and Transfer Learning
Step 6: Deploying NLP Models
Step 7: Embedding and Semantic Search
Step 8: Large Language Models (LLMs)
Step 9: Vector databases
Step 10: LLM Libraries:
LangChain: Your One-Stop Shop for LLM Applications
Llama Index: A Flexible Library for Data Augmentation and Indexing
Step 11: MLOps for NLP
Step 12: Relational Databases and SQL
NLP Roadmap Resources: https://blog.futuresmart.ai/nlp-roadm...
AI Demos: https://www.aidemos.com/
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NLP Playlist: • NLP Beginner to Advanced
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