Back to Browse

Retrieval-Based Chatbots Explained | Rule-Based vs Semantic Similarity (FastAPI + NLP)

172 views
Aug 22, 2025
11:41

In this video, you’ll learn everything about Retrieval-Based Chatbots — what they are, how they work, and how they differ from Rule-Based Chatbots. We’ll also break down the meaning of semantic similarity in simple terms with clear examples. Topics Covered: What is a Retrieval-Based Chatbot? NLP Pipeline utilities #1. Sentence tokenization → split text into sentences # 2. Word tokenization → split sentences into words # 3. Flatten tokens → get all words in a single list # 4. Lemmatization → convert words to base form # 5. Stop words removal → remove common filler words # 6. Join tokens → return cleaned string # So the final output is a cleaned and processed string of words Building an FAQ Chatbot using FastAPI, Python, Pandas, Scikit-learn, and NLTK Perfect for beginners in AI, NLP, and Chatbot Development who want to understand the basics before diving into Generative AI.

Download

0 formats

No download links available.

Retrieval-Based Chatbots Explained | Rule-Based vs Semantic Similarity (FastAPI + NLP) | NatokHD