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Best Way to learn AI, Most Comprehensive and get Certifed - Trim

🎓 Gain Hands-on Industry Experience
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The most beginner-friendly curriculum and Content in AI & Generative AI.
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✅Git and GitHub
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✅Prompt Engineering for Developers
✅Master  LLM & Langchain
✅Multimodal using Gemini (LLM)
✅Hugging Face
✅RAG vs FineTuning
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✅Vector Databases and AI Agents
✅Project-based Workshops
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Roadmap Here ➡️ https://decoding-data-science.github.io/airoadmap/

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Artificial Intelligence Guild

Outcome Based Workshops' recordings ensure targeted learning. Review sessions at your pace, deepening understanding & achieving desired outcomes in AI and Data Science

11th March Script: https://drive.google.com/file/d/1wH1aUf4rF9tCnLBRIDsoVllhWAaQz9MU/view?usp=drive_link

Snowflake for AI Use Cases Workshop

3rd March: Code and App https://huggingface.co/spaces/decodingdatascience/dds-hr-rag-chatbot
RAG for enterprise with a live DDS HR chatbot demo (PDF handbooks + policies), plus the core pipeline (load → chunk → index → retrieve) and data governance to reduce hallucinations and outdated answers.

AI Accelerator: Using RAG for Enterprise Use Case

24th Feb 2026 : Code: https://github.com/Decoding-Data-Science/airesidency/blob/main/Copy_of_stock_market_21_jan.ipynb

Building AI That Calls APIs Financial Chatbot with Function Calling

17th Feb PPT https://drive.google.com/file/d/1nwwn-Ys8nOpneHER1DmO1NEaG5y4o6x9/view?usp=drive_link

OpenClaw Install & QuickStart

Ai Agent Orchestation+ OpenClaw

Evaluations for AI

31st Jan https://huggingface.co/spaces/decodingdatascience/Challengebot

Challenge Copilot: RAG Q&A Bot using LLM/API Intergration path

30th Jan Pre Challenge Event + AI agent workshop + Challenge Q & A https://arshad831.github.io/prechallengedemo/

Building AI Residency Copilot using AI agent No Code tool

Building AI systems at scale

20th Jan Deck https://drive.google.com/file/d/1Yo8_qdDvquG_CyNCmbtDoBz6MyjvftR-/view?usp=drive_link

Databricks Fast Track Overview, Medallion Architecture, and Real Notebook Snippets

RAG Explained and use case

RAG Build Lab: From Documents to a Working AI Assistant

2026 Workshop Recordings

Code: https://github.com/Decoding-Data-Science/aiguild/blob/main/Copy_of_DDS_Academy_LLM_Sentiment_Analysis.ipynb

AI Explorer 🚀 Your First Real LLM Project

Types of AI Agents

Agentic AI 101: MCP, Tools, and Multi-Agent Systems

Multi Agentic AI Use Case - Energy Plant

Agentic AI Digital Colleague

Mastering AI & MLOps Skills for the Enterprise

13 Nov https://colab.research.google.com/drive/11Z4eAa0rc1Uwf7kMZAJQwJrzHMUlJKvx?usp=sharing

Demystifying Linear Regression

Exploratory Data & Statistical Analysis | Challenge Q & A

25th Oct code: https://colab.research.google.com/drive/1z--LYpCqP3YoyKr5m52JgmimSyZ02Tvt?usp=sharing

Ship Your Multi-Agent System Build, Orchestate and Evaluate

30th sep 2025 Code & Doc here https://github.com/Decoding-Data-Science/CommunityWorkshops

Multimodal RAG

Introduction to Application Programming Interface (API)

2nd Sep 2025: Code & Deck RAG Evaluation: Create Test Dataset and Evaluation Metrics

RAG Evaluation: Create Test Dataset and Evaluation Metrics

30th August https://github.com/Decoding-Data-Science/mcp-movies-database-workshop

Building MCP powered application from scratch

26th Aug Workshop:  Recipe Bot (US FDA) Code

Running Evaluation Metrics With Different LLMS + Q/A

Evaluation OF Chatbots - Running Evaluation Metrics With Different LLMS

GenAI OPS with Langsmith

WhatsApp Automation using n8n flow

5th August Code & Doc  https://github.com/Decoding-Data-Science/airesidency/tree/main/Creating%20AI%20Financial%20Market%20Assistant%20Using%20AI%20Agents

Creating AI Financial Market Assistant Using AI Agents

AI Agents Agno

How To Come Up With Awesome AI Ideas Fast!

MVP Using Replit Demo

22nd july https://www.datastax.com/products/langflow  https://github.com/Decoding-Data-Science/CommunityWorkshops/blob/main/Building_AI_Agents_using_Langflowss.pdf

Langflow to make MVP

10th July https://github.com/Decoding-Data-Science/airesidency/tree/main/mcp_handson

Build MCP Servers With Tools From Scratch With Langchain

Insights with Databricks and AI ML

What is MCP Workshop

Building AI Agents Using Langflow

When to use AI Agent ?

12th June Code & Doc https://github.com/Decoding-Data-Science/CommunityWorkshops/tree/main/AWS%20Workshop

Inferencing Bedrock Models using AWS Lambda with API Gateway

10th June Code & PDF: https://github.com/Decoding-Data-Science/hrchatbot

Building Enterprose HR Chatbot RAG Pinecone db using CODEX

Python for Building Ai Application

Google Cloud Data Pipelines: Your Launchpad to Data Analytics

TEXT-TO-SQL-VANNA

llama parse Advanced RAG workshop

The Rise of Agentic AI_ Building Ecosystems, Not Just Agents_LLMs

From Prototype to production_ Building a Gen AI platform

AI APP DEMOS FutureTech Challenge

Introduction to LangGraph Tools from Scratch

Build a DeepSeek R1 Chatbot Locally

Building Projects Using Cursor: The AI-Powered Code Editor

Cursor_AI_Workshop Document

Cline 3.2 and Cursor IDE_ Development Tools

Memory management for AI Apps/Agents using Langchain

Introduction to vector embedding Weaviate

Getting Started with Github Profile and Repo

2025 Video Recordings

12th Nov Deck: https://github.com/Decoding-Data-Science/CommunityWorkshops/blob/main/learn-enough-docker-to-be-dangerous.pdf

Containerization & what it means to an engineering team

Oct 24th  code  here https://github.com/Decoding-Data-Science/airesidency/tree/main/aws-bedrock

Build Generative AI Applications using Amazon Bedrock

From Zero to Building LLM chatbots with No code VoiceFlow (LLM +RAG)

Flowise AI: Build Your Own AI Chatbot in Minutes

17th Sep: Deep Learning Frameworks for Convolutional Neural Networks (CNNs) Code: https://github.com/Decoding-Data-Science/airesidency/blob/main/1.Deep%20Learning%20basics%20with%20Python%2C%20TensorFlow%20and%20Keras.ipynb

Deep Learning Frameworks for Convolutional Neural Networks (CNNs)

14th Sept Make your Local chatGPT for Free Mohamad Yasser

Make your Local chatGPT for Free

13th Sep Building LLM chatbots with No code  Voiceflow

Building LLM chatbots with No code Voiceflow

31st August: Generating Professional Diagrams using chatGPT

Generating Professional Diagrams using chatGPT

16th August 2024  Amazon Shopping Assistant Project using LLM and Agents using OnDemand http://decodingdatascience.com/ondemand

Amazon Shopping Assistant Project using LLM and Agents

17th August : Mastering Agentic RAG: Build Corrective Systems with LangChain & LangGraph DJ Code: https://github.com/Decoding-Data-Science/airesidency/blob/main/Building_an_Agentic_Corrective_RAG_System_with_LangGraph.ipynb

Mastering Agentic RAG: Build Corrective Systems with LangChain & LangGraph

13th August Emerging Technologies for Industry Leaders Shreya

Emerging Technologies for Industry Leaders & OnDemand Demo

25th July : 🎥YouTube Notes Generator using Gemini 
Code & App : https://huggingface.co/spaces/decodingdatascience/ytnotes

🎥YouTube Notes Generator using Gemini

17th July  Workshop Creating LLM Powered Weather Bot using VS Code
Code:  https://github.com/Decoding-Data-Science/CommunityWorkshops/tree/main/WeatherAssistant_Jul17

Workshop Creating LLM Powered Weather Bot using VS Code

10th July Prompt Engineering and using Langsmith to Generate Professional Prompts

Prompt Engineering and using Langsmith to Generate Professional Prompts

20th June: Resources Used: Code https://github.com/Decoding-Data-Science/CommunityWorkshops/tree/main/endtoeendRAGgroq

End To End Document Q&A RAG App using Groq

2nd July 2023 OpenAI API: Assistants Playground Deep Dive

OpenAI API: Assistants Playground Deep Dive

4th May Multi PDF RAG Application development using FAISS, Open AI and Streamlit Anish

The repo is here https://github.com/arshad831/Community_Workshops-/tree/main/Multi%20PDF%20RAG%20Application%20development%20using%20FAISS%2C%20Open%20AI%20and%20Streamlit

Multi PDF RAG Application development using FAISS, Open AI and Streamlit

23rd March 𝐄𝐧𝐝-𝐭𝐨-𝐄𝐧𝐝 𝐏𝐞𝐫𝐬𝐨𝐧𝐚𝐥 𝐂𝐨𝐝𝐞 𝐀𝐬𝐬𝐢𝐬𝐭𝐚𝐧𝐭 𝐔𝐭𝐢𝐥𝐢𝐳𝐢𝐧𝐠 𝐎𝐥𝐥𝐚𝐦𝐚 Isham Code:https://github.com/di37/coding-assistant-codellama-streamlit

𝐄𝐧𝐝-𝐭𝐨-𝐄𝐧𝐝 𝐏𝐞𝐫𝐬𝐨𝐧𝐚𝐥 𝐂𝐨𝐝𝐞 𝐀𝐬𝐬𝐢𝐬𝐭𝐚𝐧𝐭 𝐔𝐭𝐢𝐥𝐢𝐳𝐢𝐧𝐠 𝐎𝐥𝐥𝐚𝐦𝐚

16th March Creating Equity Research AI BOT: The Power of LLM for Stock Analysis Code & Demo https://huggingface.co/spaces/decodingdatascience/equitybot16mar

Creating Equity Research AI BOT: The Power of LLM for Stock Analysis

13th March S M.A.R.T Prompting Make AI work for you Hans

S M.A.R.T Prompting Make AI work for you

8th  Mar: Market Segmentation using RFM and K-Means 
Code & Materials used: https://github.com/arshad831/Community_Workshops-/tree/main/Customer_Segmentation_using_RFM_and_KMeans_Models

Market Segmentation using RFM and K-Means

21 Feb: Building Nutrition App , From Photo of Meal to Calories & Nutrients
👉App & Code : https://huggingface.co/spaces/decodingdatascience/healthappgemini

Building Nutrition App , From Photo of Meal to Calories & Nutrients

17th Feb Building a Resume & JD Matching App and Deploying it 
Demo App & Code : https://huggingface.co/spaces/decodingdatascience/atsresumecheck

Building a Resume & JD Matching App and Deploying it

5th Feb: Harnessing Custom GPT for Productivity: A Hands-On Workshop

Harnessing Custom GPT for Productivity: A Hands-On Workshop

31st Jan 2024: Building ATS score application using LLM

Code: https://github.com/arshad831/Community_Workshops-/blob/main/ats_application.ipynb

Building ATS score application using LLM

30th Nov 2024: Code: https://github.com/Decoding-Data-Science/airesidency/tree/main/fast_api

Building your App using FAST API

27th Jan : Building Job Search Custom GPT Mohamed Yaser

Building Job Search Custom GPT

13th Jan Text Summarization of news articles with fine Tuned LLM using Hugging Face Dr Anish

Text Summarization of news articles with fine Tuned LLM using Hugging Face

8th Jan: Getting started with Multimodal RAG using Gemini API

Getting started with Multimodal RAG using Gemini API

3rd Jan 2024 : Building AI Apps using Partyrock AWS Nocode Mohammad Yaseer
 App Created in Workshop: https://partyrock.aws/u/yasser/7iApVxpBW/Personalized-Data-Science-Career-Roadmap-Assistant

Building AI Apps using Partyrock AWS Nocode

25th Dec: Improve Insights using Advance Data Analysis chatGPT

Improve Insights using Advance Data Analysis chatGPT

21st Dec: Getting started with Gemini Isham Demo

Code  :  https://github.com/arshad831/Community_Workshops-/tree/main/getting-started-with-gemini-models-demo

Getting started with Gemini

Linkedin Mastery Workshop

16th Dec: Master Project Management Excellence  Afaque Ahmad

Master Project Management Excellence

9th Dec: Building and Deploying AI Applications Getting Started with Hugging Face Workshop 

https://github.com/arshad831/Community_Workshops-/tree/main/Huggingface

Building and Deploying AI Applications with Hugging Face

4th Dec: PowerBI Workshop for Professionals 2

Data Transformation using PowerBI

30th November:🎙️Transform Your Workday: 10X Using AI and Prompt Mastery

🎙️Transform Your Workday: 10X Using AI and Prompt Mastery

27 Nov: AI Applications Using Microsoft Semantic Kernel + OpenAI

🎙️AI Applications Using Microsoft Semantic Kernel + OpenAI

22nd Nov: Setting Up the Best Python Environment

Setting Up the Best Python Environment

20th Nov: PowerBI Workshop for Professionals 1

PowerBI Workshop for Professionals 1

15th Nov: Build your Own Custom ChatGPT  &  chatGPT + Features

Build your Own Custom ChatGPT

9th Nov: Data Analysis in AI and Storytelling in PowerPoint

Data Analysis in AI and Storytelling in PowerPoint

6th Nov: Discount Bot Application based on Sentiment using FASTAPI & OPENAI ⭐https://github.com/arshad831/Community_Workshops-/tree/main/DiscountBot

Discount Bot Application based on Sentiment using OPENAI

1st November: From Ideas to Impact: Quick Presentations with Generative AI - 2

From Ideas to Impact: Quick Presentations with Generative AI - 2

26th Oct: Langchain Unleashed: Mastering ChatGPT Training on Your Own Data - Session 6

Langchain Unleashed: Mastering ChatGPT Training on Your Own Data - Session 6

25th OCt: How to build Slides/Presentation using AI, The free and paid option

How to build Slides/Presentation using AI, The free and paid option

23rd Sep: Machine Learning: Linear Regression 1 ⭐ Code, Presentation & Datasets: https://github.com/arshad831/Community_Workshops-/tree/main/LinearRegression23sep

Machine Learning : Linear Regression 1

21st Sep 2023; 4th Workshop Langchain: Building your First Application⭐https://github.com/arshad831/Community_Workshops-/blob/main/youtube-app.py

Langchain: Building your First Application

👉14th Sep: Getting Started with Langchain: Agents & Memory 2 hours workshop 👉Code:  https://github.com/arshad831/Community_Workshops-/blob/main/Langchain_Agens_Memory14th_sep.ipynb

Getting Started with Langchain   : Agents & Memory

06 Sep: 👉Getting Started with Langchian : Chains & Agents - 2 hours detail workshop Restaurant Name Generator and Introduction to Agents ( Google Search ,Maths and Wikipedia) 👉Code: https://github.com/arshad831/Community_Workshops-/blob/main/Langchain_chains_agent_6thsepv2.ipynb

Getting Started with Langhian : Chains & Agents

01 Sep 2023: How to be a Productivity Ninja using Microsoft One Note Hemant Jain

How to be a Productivity Ninja using Microsoft One Note

31 August 2023: Getting Started with Langchain 
Code: https://github.com/arshad831/Community_Workshops-/blob/main/Demo31aug_langchain.ipynb

Getting Started with Langchain

28th August:  Magic of SQL Joins Outcome-based Workshop

Code used for the workshop: https://github.com/arshad831/Community_Workshops-/blob/main/sql-join-28thaug2023

Exploring SQL using the power of Joins Workshop

24th August: Exploratory Data Analysis using Python and ChatGPT 4 Code Interpreter

[Recording] Outcome Based Workshops

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