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Semantic Search and Sentiment Analysis

Data preparation

Models

Post Processing

ANSWERS

SAMPLE QUERIES

SENTIMENT

Solution Components

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Semantic Search and Sentiment Analysis

Deployment

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Streamlit App +

Observability (Human-in-the-loop)

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Flow monitoring

  • # requests per executor
  • # time per executor

Model monitoring

  • Log inputs/outputs
  • See data distribution
  • Monitor accuracy �and data drift

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Executor

Fine-tuned Model

Base Model

Source

QA Executor

qa_financial_v2

RoBERTa

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Classifier Executor

FinBERT

BERT

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Question Generator

doc2query

T5

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Model registration

Models

Deployment and Observability

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Semantic Search & Classification- Streamlit UI # 1

You can select sample document or Upload new PDF

Generate Sample or write your custom query

Local Backend or Cloud Hosted backend

Select the number of Answer response

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Semantic Search & Classification- Streamlit UI # 2

Semantic Search Results

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Sentiment Analysis results

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Feedback Collection

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Grafana Network Monitoring

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Whylabs Data Monitoring

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JINA FLOW Orchestrating different Executors