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Chatbot Model Development - Coggle Diagram
Chatbot Model Development
Data Collection
Exploratory Data Analaysis
Task Definition
Task Definition
Model Building
Hyperparameter Tuning
Deploy and serve in Production
Performance Monitoring
Auto-refresh or online learning
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Hallucination Detection
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Load balancing
Hyperparameters
Learning Rate
Learning Rate Decay
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Optimizers
SDG
Adam
batch size
Model Size
Depth
hidden size
Number of attention head
Max seq len and token sizes
Learning behaviors
Weight decay
Gradient clipping
Token generation
Temperature
Sampling methods
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Hyperparameter Tuning Strategy
Population-based training (PBT)
Bayesian optimization
Adaptive Low-Rank Adaptation (LoRA)
Train model from scratch
TFIDF
Bag-of-words
Custom transformer
LSTM
Pre-trained Model
Hugging face
BERT
RoBerta
LLM
GPT4.0
Gemini
Claude
RAG
Prompt engineering
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Naive Bayers
Extractive QA system
Generative QA System
Customer intention model
Sentiment analysis
Topic Modeling
Data cleaning
Remove White space, punctuation, nonsensical characters, miss-spelling. Replace emoji with meaningful words
Lemmatization
Stemming
Tokenization
Vectorization
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Wordpiece
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Chat logs
Call center transcripts
Public dataset such as SQuAD