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What is RAG? RAG (Retrieval-Augmented Generation) is a method where an AI retrieves relevant information from a database before generating an answer. It improves accuracy by combining search + genera
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Remember if Validation Accuracy > Training Accuracy with more margin - it's the sign of Data Leakage
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Backend: FastAPI βœ… Frontend : Streamlit βœ… . . . . . . . . . #AItools #AICreator #TechCreator #AIEducation
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Use RAG when your problem is about knowledge, data, or facts : Frequently changing data Large documents / databases Private or company data Need for up-to-date answers
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Loop Agents : A Loop Agent repeatedly executes until a condition is met Sequential Agents : A Sequential Agent setup runs multiple agents one after another in a fixed order. Each agent receives th
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What is FAISS? FAISS (Facebook AI Similarity Search) is a vectorDB that helps you quickly find β€œwhich vectors are most similar to this one?” even when you have millions or billions of vectors. Q.) W
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LLM ↓ MCP Client ↓ MCP Servers (tools) β”œβ”€β”€ Database MCP β”œβ”€β”€ Enterprise MCP └── Cloud MCP No need to integrate full tool into LLM , we can solve this by server client pipeline. . . . . . #MCP
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TOP-K : The vector DB finds the K most similar chunks. If top_k = 3 β†’ return the 3 closest chunks. Top-K decides how much β€œmemory” the LLM is allowed to look at before answering. Use smaller top_k
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. . . . . #Coding #Viral #DSA #Arrays #C
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NLP -> Semantic Meaning DL -> Architectures ML -> Understanding stage of NLP,DL Python -> Framework must Vector DB -> Database to AI systems #machinelearning #NLP #Deeplearning #Ai #AiEngineer
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Chunk Overlap : Overlap repeats a word so the sentence meaning doesn’t break. Example : β€œI like hot coffee” WITHOUT OVERLAP : Chunk size = 2, overlap = 0 Chunk 1: I like Chunk 2: hot coffee Meaning
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. . . . . . #aiengineer #aiengineers #Devops #Sde #backenddeveloper
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About @welcomeaiengineer

AI TECH SIMPLIFIED is a Instagram nano influencer in the Digital creator category. With 5.2K followers and 12 posts, welcomeaiengineer's account shows a follower-to-following ratio of 5227.0:1. View all content anonymously on Pictame - no login required.

welcomeaiengineer's engagement rate sits at 56.27%. That's 1025% above what you'd typically see for accounts with 1K-10K followers (average 5%) β€” a sign of a genuinely connected audience.

Out of the last 12 posts, 100% are videos and 0% are photos. Content shows up about every 9 days. Captions lean moderate, averaging 287 characters.

56.27% engagement rate β€” 1025% above average for 1K-10K follower accounts.
Posts about every 9 days.
5227.0:1 follower-to-following ratio.

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welcomeaiengineer
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@welcomeaiengineer

AI TECH SIMPLIFIED

PublicDigital creator
Posts
12
Followers
5.2K
Top Hashtags
#VectorDB#AiEngineer#Ai#Rag#ML#Viral#AItools#AICreator

Explore the most impactful hashtags used in recent posts. These tags highlight the core interests and trending topics that define this profile's digital influence and content strategy.

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#drawing#outfit#ootd#streetstyle#blogger#influencer#photographer#naturephotography#landscape#travelphotography#architecture
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1
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26
Engagement
56.28%

πŸ‘¨β€πŸ’» Wanna become AI ENGINEER ❓ πŸ’» AI ENGINEER at EY πŸ‘” Collaboration : welcomeaiengineer@gmail.com πŸŽ“ IIITS Grads

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