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GenAI – Smart Search Engine.
GenAI – Smart Search Engine Table Of Contents: Problem With Traditional Search Engine. What Is Smart Search Engine? Architecture Of Smart Search Engine. Input Data Collection. Data Cleaning & Preprocessing Populate Not Available Product Description. Text & Image Embedding Generation. Vector Database Injection. User Query Handling. Retrieve Top ‘k’ Results. Apply RRF Ranking. (1) Problem With Traditional Search Engine . (2) What Is Smart Search Engine? (3) Architecture Of Smart Search Engine. Input Data Preparation. Data Cleaning & Preprocessing. Embedding Generation. Vector Database Injection. User Query Handling. Retrieve Top ‘K’ Results. Reranking The Results. Display The Results. (4) Input Data
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GenAI – What Is Inverted Indexing Technique ?
GenAI – What Is Inverted Indexing Technique ? Table Of Contents: What Is Inverted Indexing ? How Inverted Indexing Works ? Why Inverted Indexing Is Powerful ? Inverted Indexing Vs Forward Index. Where Inverted Indexing Is Used ? (1) What Is Inverted Indexing ? (2) How Inverted Indexing Works ? (3) Why Inverted Indexing Is Powerful ? (4) Inverted Indexing Vs Forward Index. (5) Where Inverted Indexing Is Used ? (6) How Sparse Vector Uses Inverted Indexing To Retrieve Top Matching Documents ? (7) Why Sparse Representation Can Only Use Inverted Indexing Technique?
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GenAI – Sparse Vector Vs Dense Vector.
GenAI – Sparse Vector Vs Dense Vector Table Of Contents: What Is Sparse Vector ? Best Scenarios to Use Sparse Vector Representation. Scenarios We Cant Use Sparse Vector Representation . (1) What Is Sparse Vector? (2) Best Scenarios to Use Sparse Vector Representation (3) Scenarios We Cant Use Sparse Vector Representation . (4) Model Used To Generate Sparse Vectors. (5) What Is Dense Vector Representation ? (5) Scenarios Where We Can Use Dense Vector Representation ? (6) Scenarios Where We Can’t Use Dense Vector Representation ? (7) Models Used To Create Dense Vector Representation .
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GenAI – What Is SPLADE ?
GenAI – What Is SPLADE ? Table Of Contents: What Is SPLADE ? The Problem SPLADE Solves. How SPLADE Model Works ? How SPLADE Match With The Documents ? (1) What Is SPLADE Model ? (2) The Problem SPLADE Solves . (3) How SPLADE Model Works ? (4) How SPLADE Match With The Documents ?
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GenAI – What Is Contrastive Loss ?
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GenAI – Probability Distribution For Textual Data.
GenAI – Probability Distribution For Textual Data. Table Of Contents: What Is Probability Distribution Of Data. Why We Need To Learn Probability Distribution Of Data ? Problem With Computing Probability Distribution Of The Textual Data. Why Calculating Probability For A Text Is Difficult ? (1) What Is Probability Distribution Of Data. (2) Why We Need To Learn Probability Distribution Of Data ? (3) Problem With Computing Probability Distribution Of The Textual Data. (4) Why Calculating Probability For A Text Is Difficult ?
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GenAI – Noise Contrastive Estimation(NCE)
