deepakbhavsar

Always a learner

[deepakbhavsar @Deepakbhavsar43]

I ordered a thin crust pizza from @dominos on @zomato . The pizza was burnt amd they offered me half of the price as coupon which I am not able to use at other outlet.

I order pizza from outlet that location I visited for 1 day. How is this a solution?

[deepakbhavsar @Deepakbhavsar43]

@CJP_for_India Why cjp only demanded resign from Dharmendra Pradhan. As multiple peaperleaked happened across India why not others who are also responsible.

[deepakbhavsar @Deepakbhavsar43]

@ajitcodes Drive

[Ajit kumar @ajitcodes]

All Paid Courses (Free for First 4500 People).

𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1)
1. Artificial Intelligence
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3. Prompt Engineering
4. Claude, ChatGPT, Grok
5. Data Analytics
6. AWS Certified
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8. BIG DATA
9. Python
10. Ethical Hacking

(72 Hours only )

Like + RT + comment '' Drive ''

Must Follow me so I can DM you.

[Akshay 🚀 @akshay_pachaar]

8 RAG architectures for AI Engineers:

(explained with usage)

1) Naive RAG
- Retrieves documents purely based on vector similarity between the query embedding and stored embeddings.
- Works best for simple, fact-based queries where direct semantic matching suffices.

2) Multimodal RAG
- Handles multiple data types (text, images, audio, etc.) by embedding and retrieving across modalities.
- Ideal for cross-modal retrieval tasks like answering a text query with both text and image context.

3) HyDE (Hypothetical Document Embeddings)
- Queries are not semantically similar to documents.
- This technique generates a hypothetical answer document from the query before retrieval.
- Uses this generated document’s embedding to find more relevant real documents.

4) Corrective RAG
- Validates retrieved results by comparing them against trusted sources (e.g., web search).
- Ensures up-to-date and accurate information, filtering or correcting retrieved content before passing to the LLM.

5) Graph RAG
- Converts retrieved content into a knowledge graph to capture relationships and entities.
- Enhances reasoning by providing structured context alongside raw text to the LLM.

6) Hybrid RAG
- Combines dense vector retrieval with graph-based retrieval in a single pipeline.
- Useful when the task requires both unstructured text and structured relational data for richer answers.

7) Adaptive RAG
- Dynamically decides if a query requires a simple direct retrieval or a multi-step reasoning chain.
- Breaks complex queries into smaller sub-queries for better coverage and accuracy.

8) Agentic RAG
- Uses AI agents with planning, reasoning (ReAct, CoT), and memory to orchestrate retrieval from multiple sources.
- Best suited for complex workflows that require tool use, external APIs, or combining multiple RAG techniques.

👉 Over to you: Which RAG architecture do you use the most?
_____
Share this with your network if you found this insightful ♻️

Find me → @akshay_pachaar ✔️
For more insights and tutorials on LLMs, AI Agents, and Machine Learning!

[deepakbhavsar @Deepakbhavsar43]

Ordered wax powder on @amazonIN and got damaged packaging as shown in the below image. And don't have return or replace option for such product. Damaged packaging on both sides.

[deepakbhavsar @Deepakbhavsar43]

I noticed another customer raising a similar concern at the billing counter for pears soap, which prompted me to double-check my own bill. @jagograhakjago @ConsumerReports

[deepakbhavsar @Deepakbhavsar43]

I bought a pack of dates from @AvenueDmart. The shelf price was listed as ₹155, but when I checked my bill, it showed ₹199.

This kind of discrepancy is how customers get misled.

[deepakbhavsar @Deepakbhavsar43]

@GujaratGasLtd
I have applied for gas connection.
I have my own house of g+2. I live with my family and I want connection on both 1st and 2nd floor. I have submitted application form, but the staff says I have to get 1 extra meter for 2nd floor

[deepakbhavsar @Deepakbhavsar43]

I just received my NX wave CC from @cards_uni. I was told its life time free but documents say something different.

[deepakbhavsar @Deepakbhavsar43]

I have raised a return request but gets canceled each time on @flipkartsupport . This the the agent didn't even came at my place and the return order got cancelled.

[deepakbhavsar @Deepakbhavsar43]

@INCIndia Congress paida hui tab se desh k liye sar dard ban gai he

[deepakbhavsar @Deepakbhavsar43]

@GSGB01 Yes

[सत्य सनातन 'मोदी का परिवार' @REAL___HINDUVT]

@TimesAlgebraIND Save bangladeshi hindus

[JIGAR JOSHI @jigarceo]

@TimesAlgebraIND ALL EYES ON GENOCIDE OF HINDUS IN BANGLADESH.
#BangladeshHinduGenocide

[deepakbhavsar @Deepakbhavsar43]

@realTrumpNewsX No

[deepakbhavsar @Deepakbhavsar43]

@TokaTakes God save dheradun from Delhi people

[deepakbhavsar @Deepakbhavsar43]

@INCIndia 500 rs ka pose

[Kanishka Dadhich 🇮🇳 @K_Dadhich09]

WAQF BOARD has send a NOTICE to ‘Indian Army Cantonment Authorities’ in Kannur, Kerala stating that the ground occupied by Indian Army belongs to WAQF.

We need ANTI-DOTE of this VIRUS otherwise we will next SOMALIA.

Shut Down WAQF BOARD in India🔥

[deepakbhavsar @Deepakbhavsar43]

@realTrumpNewsX Yes