Praudyog

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  • GenAI – Multimodal CLIP Model .

    GenAI – Multimodal CLIP Model Table Of Contents: Introduction To CLIP Model. What is CLIP? Why CLIP was developed (motivation) Use cases and real-world applications Comparison with previous approaches (e.g., ImageNet classification) CLIP Architecture Dual-encoder design: Image encoder and Text encoder ViT (Vision Transformer) or ResNet for images Transformer for text encoding Embedding spaces and joint alignment Contrastive Pretraining in CLIP How CLIP learns from (image, text) pairs Contrastive loss function (InfoNCE) Positive vs negative sampling Similarity computation using cosine similarity CLIP Training Dataset & Setup Dataset used: 400M (image, text) pairs Uncurated, noisy internet data Zero-shot learning setup CLIP

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  • GenAI – Road Map To Learn GenAI.

    GenAI – Roadmap To Learn GenAI. Table Of Contents: Introduction To GenAI. Tokenization & Embedding. Chunking & Types Of Chunking. Vector Indexing. Vector Reranking. Prompt Engineering. Large Language Models(LLMs) Fine Tuning & Adaption Technique. Retrieval Augmented Generation(RAG). Evaluation Metrics. Model Debugging & Troubleshooting.  System Design & Architecture. Deployment, MLOPS & Scalability. Security, Guardrails & Governance. Monitoring & Observability. User Experience & Customization. Multimodal GenAI. Tools, Frameworks & Libraries. Use Cases & Industries Application.  Scenario Based Q & A.

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  • GenAI – How To Optimize Monitoring & Observability Process ?

    GenAI – How To Optimize Monitoring & Observability Process ? Table Of Contents: What Is Monitoring & Observability ? How Monitoring & Observability Adds Latency In RAG Pipeline ? How To Optimize Monitoring & Observability Process ? (1) What Is Monitoring & Observability? (2) How Monitoring & Observability Adds Latency In RAG Pipeline ? (3) How To Optimize Monitoring & Observability Process

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  • GenAI – How To Optimize Logging & Catching Process ?

    GenAI – How To Optimize Logging & Catching Process Table Of Contents: What Is Postprocessing ? How Postprocessing Adds Latency In RAG Pipeline ? How To Optimize Postprocessing Step? (1) What Is Postprocessing In RAG ? (2) What Is Postprocessing In RAG ? (3) How to Optimize Logging & Caching Process

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  • GenAI – How To Optimize Postprocessing Steps ?

    GenAI – How To Optimize Postprocessing Steps ? Table Of Contents: What Is Postprocessing ? How Postprocessing Adds Latency In RAG Pipeline ? How To Optimize Postprocessing Step? (1) What Is Postprocessing In RAG ? (2) How Postprocessing Adds Latency In RAG Pipeline (3) How to Optimize Postprocessing Step

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  • GenAI – How To Optimize LLM Inference Process ?

    GenAI – How To Optimize LLM Inference Process ? Table Of Contents: What Is LLM Inference Step ? How LLM Inference Step Add Latency In RAG Pipeline ? How To Optimize LLM Inference Process ? (1) What Is LLM Inference Step ? (2) How LLM Inference Step Add Latency In RAG Pipeline ? (3) How to Optimize LLM Inference Step

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  • GenAI – How To Optimize Prompt Construction Process ?

    GenAI – How To Optimize Prompt Construction Process Table Of Contents: What Is Prompt Construction Process ? How It Can Add Latency In RAG Pipeline ? How To Optimize Prompt Construction Process ? (1) What Is Prompt Construction Process ? (2) How Prompt Construction Adds Latency ? (3) How To Optimize Prompt Construction Process ?

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  • GenAI – How To Optimize Vector Reranking Process ?

    GenAI – How To Optimize Vector Reranking Process ? Table Of Contents: What Is Vector Reranking ? How Vector Reranking Adds Latency ? How To Optimize Vector Reranking Process ? (1) What Is Vector Reranking ? (2) How Vector Reranking Adds Latency? (3) How to Optimize Vector Reranking in RAG

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  • GenAI – How To Optimize The Vector Retrieval Process ?

    GenAI – How To Optimize Vector Retrieval Process ? Table Of Contents: What Is The Vector Retrieval Process ? How It Can Add Latency In The RAG Pipeline ? How To Reduce Latency Due To Vector Retrieval ? (1) What Is Vector Retrieval Process ? (2) How Vector Retrieval Adds Latency ? (3) How Optimize Vector Retrieval Latency ?

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  • GenAI – How To Optimize Query Preprocessing & Embedding Component ?

    GenAI – How To Optimize Query Preprocessing & Embedding Component ? Table Of Contents: What Is Query Preprocessing & Embedding Layer. Where Can Latency Happen ? How To Reduce Latency (1) What Is Query Preprocessing & Embedding Layer ? (2) How Text Preprocessing Can Add Latency In The Process? What Is Compiled Regex ? Example-1: import re # Compile The Regex Pattern Once. pattern = re.compile(r'W+') #Use The Compiled pattern clean_text = pattern.sub(' '."This is @ a sample # text") print(clean_text) This is a sample text Example-2: import re non_alpha_pattern = re.compile(r'[^a-zA-Zs') def preprocess_text(): text = text.lower() text = non_alpha_pattern.sub(''

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