Run LLMs Inside Docker: ‘Models‑in‑Docker’ Setup for Local AI

4-Months of Data Science to AI Agents Mentorship Program (DSAAMP) Run LLMs Inside Docker: ‘Models‑in‑Docker’ Setup for Local AI

4-Months of Data Science to AI Agents Mentorship Program (DSAAMP)

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Introduction of the Course

4-Months of Data Science to AI Agents Mentorship Program (DSAAMP)

Video - 00:18:52 mins

Teaching Methodology of the course | DSAAMP

Video - 00:04:13 mins

Youtube Audio Dub function | Deactivate before you play any video

Video - 00:02:33 mins

Resources

GitHub repo for this course

Reading

Data Science & Python – Basics

Mastering MS EXCEL from Beginner to Advanced level

Video - 06:43:45 mins

Python 101 Crash Course for Beginner Data Scientists

Video - 11:55:10 mins

How to enroll into LMS?

Enroll in LMS (only for Registered Students)

Video - 00:07:05 mins

Generative AI

Generative AI and its applications in Urdu/Hindi

Video - 00:30:36 mins

GenAI applications and revision

Video - 00:04:01 mins

Online Earning using GenAI tools and applications

Video - 00:26:20 mins

GenAI and APIs to make tools and Applications

Video - 00:18:13 mins

GenAI to create an ebook for AI for kids | DSAAMP Projects

Video - 00:26:02 mins

Agentic AI

GenAI vs. Agentic AI in a nutshell | Complete guide

Video - 00:13:58 mins

Project Ideas

100+ GenAI Application Ideas to Level Up Your Portfolio (Urdu/Hindi Guide)

Video - 00:06:54 mins

Large Language Models (LLMs)

What Are Large Language Models (LLMs) & How They Work

Video - 00:16:32 mins

LLM vs. Fine-Tuned LLM vs. RAG-based LLM

Video - 00:18:38 mins

RAG (Retrieval-Augmented Generation) Explained for LLMs

Video - 00:12:11 mins

Git, GitHub and MarkDown Language

MarkDown Language in 72 Minutes

Video - 01:11:23 mins

Git and GitHub for Advance Data Science and AI Students

Video - 00:47:17 mins

Git and GitHub crash course

Video - 00:29:51 mins

Git and GitHub from another angle

Video - 00:41:53 mins

Website for your Portfolio as a Data Science and AI Student

Build & Deploy Your Data Science & AI Portfolio – Complete Crash Course

Video - 02:37:53 mins

All about Data and Data Analytics

Data Gathering and use of APIs

Video - 01:15:30 mins

Master Data Preprocessing, Wrangling, and Cleaning for Machine Learning Projects!

Video - 04:54:16 mins

Exploratory Data Analysis

Video - 03:25:25 mins

Data Visualization Masterclass in Python | Matplotlib, Seaborn & Plotly for Beginners to Advanced

Video - 05:27:54 mins

Revision

What we have learned so far in this course | DSAAMP

Video - 00:02:56 mins

RAG and CAG | Augmented Generation of LLMs

Augmented Generation to improve LLM | RAG and CAG

Video - 00:25:26 mins

Ideas to earn online using RAG and CAG bases applications and tools

Video - 00:23:36 mins

Ten Lessons for Enterprise level RAG (Retrieval Augmented Generation) based apps

Video - 00:19:14 mins

MCP (Model Context Protocol)

What's MCP All About? | MCP server is new buzz word in AI agents

Video - 00:25:02 mins

Next Tasks

Video - 00:00:57 mins

Mathematics for Data Science, AI and Computer vision

Video - 15:15:51 mins

Statistics for Data Science and AI

Video - 14:15:36 mins

Youtube Audio dubbing function

Youtube Audio Dub function | Deactivate before you play any video

Video - 00:02:32 mins

Vscode and GitHub copilot Agentic Mode

VScode as an IDE | Hand-on functions

Video - 00:43:10 mins

Why VScode is my favorite IDE for Data Science and AI workflow?

Video - 00:36:08 mins

Environments for Data Science and AI

conda/pip/venv/mamba environments | A complete Guide

Video - 00:57:12 mins

Example of installing in base environments

Video - 00:00:17 mins

How to locate someone picture using Gpt o3-advance reasoning

GPT-o3 advance reasoning model to locate someone

Video - 00:13:32 mins

Structured Query Language (SQL)

Structured Query Language (SQL) for Data Analytics and Data Sceince | 2 Hours

Video - 02:14:03 mins

Machine Learning – Crash Course

Machine Learning in Python | Complete Crash Course | Python | Scikit-learn | (Part-1/2)

Video - 11:44:19 mins

Machine Learning in Python | Complete Crash Course | Python | Scikit-learn | (Part-2/2)

Video - 07:44:14 mins

MLOps

MLOps A-to-Z for Data-Science & AI Developers

Video - 00:43:17 mins

DevOps

DevOps Essentials for ML & AI Developers

Video - 00:21:23 mins

Docker and DockerHub

Docker | Deploy Any Python App with Docker Containers - Step-by-Step Guide (2025)

Video - 01:51:19 mins

Best Cloud Platforms for Agentic AI Deployment – AWS • GCP • Azure + Free-Tier Options (2025)

Video - 00:17:56 mins

Web Scraping using Python

Web scraping and python libraries to scrap data from website

Video - 00:53:29 mins

Web scraping in Python using Pandas library

Video - 00:09:57 mins

Web Scraping using Requests library in Python

Video - 00:12:37 mins

Web scraping using Google Chrome Extensions and develop your own Chrome Extension

Video - 00:12:29 mins

Is it possible to scrap news from BBC?

Video - 00:42:31 mins

Web scraping using APIs wbdata | faostats | eurostats and yfinance

Video - 00:19:06 mins

Data Gathering Using Python APIs | wbdata, FAOSTAT, Eurostat, yfinance for Analysts & Scientists

Video - 01:15:30 mins

Web Scraping from News channels using Python

Video - 00:27:55 mins

Web Scraping for news and turning them into blogs for earning online

Video - 00:40:12 mins

Web scraping from CNN news to grab latest information

Video - 00:24:54 mins

eCommerce Web scraping from Amazon

Video - 00:18:27 mins

Web scraping from AI News from Google news

Video - 00:34:16 mins

Multi Million Dollars Ideas using Web scraping from Students

Video - 00:51:15 mins

Web scraping tasks for students

Video - 00:02:40 mins

Prompt Engineering

A guide to prompt engineering | Complete A-Z

Reading

Introduction to prompt engineering

Video - 00:24:35 mins

Types of Prompt engineering or prompts designing

Video - 00:08:05 mins

Deep Learning Crash Course

Deep Learning Crash Course Part-1 | Master Neural Networks & AI Fundamentals

Video - 10:36:36 mins

Deep Learning Crash Course Part-2 | Master Neural Networks & AI Fundamentals

Video - 11:33:17 mins

Natural Language Processing (NLP)

NLP from Zero

Video - 01:18:45 mins

HuggingFace and use cases for NLP tasks

Video - 00:20:23 mins

Transformers library to use Hugging Face models locally in PC

Video - 00:51:15 mins

Tasks for next class (NLP related)

Video - 00:01:27 mins

Slides for the Lecture

Reading

RAG (Retrieval Augmented Generation) based Apps in Python

Augmented Generation to improve LLM | RAG and CAG

Video - 00:25:26 mins

Ideas to earn online using RAG and CAG bases applications and tools

Video - 00:223:36 mins

Ten Lessons for Enterprise level RAG (Retrieval Augmented Generation) based apps

Video - 00:19:14 mins

RAG Based LLM app to chat with txt and pdf file with OLLAMA

Video - 01:24:14 mins

Questions and Answers about RAG based apps

Video - 00:07:20 mins

Huggingface papers for LLM knowledge updates

Video - 00:01:07 mins

RAG Based application ideas

Video - 00:03:43 mins

NLP Applications

Multiple - NLP project Apps in python with streamlit

Video - 00:48:27 mins

Software Development for Windows PC

Convert python apps into windows software exe files using pyinstaller

Video - 00:13:37 mins

Milestone

DSAAMP Milestone achieved

Video - 00:02:42 mins

Model Context Protocol (MCP) in AI

What's MCP All About? | MCP server is new buzz word in AI agents

Video - 00:25:02 mins

Professional marketing tips & Ideas

How to deal with clients for better AI products?

Video - 00:58:01 mins

Optimize LLMs response in RAG based apps

Video - 00:07:02 mins

Task for students

Video - 00:01:08 mins

AI Agents in Python

AI Agents in Python — From Reflex Bots to CrewAI Workflows (Urdu Tutorial)

Video - 01:34:34 mins

Python AI Research Agent – Build Your Own GPT-4o/Claude Powered CLI Assistant

Video - 00:36:32 mins

Build Your Own Local RAG AI Agent with Python & Ollama - Complete Tutorial

Video - 00:53:48 mins

Create requirements txt file

Video - 00:05:10 mins

Ideas for AI Agents for LLMs using OLLAMA

Video - 00:03:46 mins

Fine Tuning LLMs

Large Language Models 101: Why Fine-Tune & When to Use RAG – Complete Guide

Video - 01:29:32 mins

Fine-Tune a LLM in VS Code & Deploy to Hugging Face - Full Hands-On Python Tutorial

Video - 00:26:33 mins

Time Series Data Analysis

Time Series Data Analysis & Forecasting using ML/DL

Video - 10:44:13 mins

No coding AI Automation using Nodes in Graph Theory

Graph Theory and AI Automation

Video - 00:59:35 mins

Power of Nodes and Graphs | AI Automation

Video - 00:34:15 mins

AI Agentic Software based on multiple agents

Video - 00:01:06 mins

AI Automation app development and Funding Opportunities in Pakistan

Video - 00:07:45 mins

Install n8n locally free with conda-nodejs and npm

Video - 00:24:57 mins

n8n installation with Docker image | Free to use locally

Video - 00:07:05 mins

Prompt Engineering

Prompt Engineering for AI Developers and Data Analysts

Video - 01:04:32 mins

Prompt engineering as a data analyst

Video - 00:18:13 mins

AI Agents and n8n

Building AI Agent for Wikipedia search and LLM using n8n

Video - 00:35:22 mins

Docker for n8n and self hosted started kit from github

Video - 00:02:39 mins

Project by Ehtisham on AI agentic workflow for stock market and crypto analysis

Video - 00:10:16 mins

Run n8n in Docker & Launch Agentic AI Automations!

Video - 00:05:28 mins

Local LLMs

use LLMs inside Docker locally without subscription | Totally free

Video - 00:13:13 mins

OpenWebUI + Ollama: Run ChatGPT‑Style LLMs Locally - Setup & Demo

Video - 00:17:40 mins

Install & Run Ollama Locally via CMD

Video - 00:20:39 mins

Run LLMs Inside Docker: ‘Models‑in‑Docker’ Setup for Local AI

Video - 00:21:23 mins

PC buying Guide for AI

PC/LAPTOP Buying guide for Data Science Machine and D Learning and AI developers

Video - 00:21:20 mins

KVM or VPS hosting for AI apps and website

KVM VPS Hostinger for running OLLAMA LLMSs Docker and n8n in one place

Video - 00:57:12 mins

Tasks before next lecture

Next Tasks before upcoming class

Video - 00:02:07 mins

Django | Website and Web Application development

DJANGO introduction | A framework for website development in AI

Video - 00:24:18 mins

VScode is important for django

Video - 00:02:05 mins

conda/pip/venv/mamba environments | A complete Guide

Video - 00:57:12 mins

DJANGO installation | conda and python environment methods

Video - 00:21:59 mins

Python 101 Crash Course for Beginner Data Scientists | Learn Python in Urdu/Hindi (12 Hours)

Video - 11:55:10 mins

Tasks before next class of DSAAMP

Video - 00:01:16 mins

Django Building Blocks in Python

Video - 00:20:36 mins

Why Learn Django Framework with Python? | Benefits & Industry Use Cases

Video - 00:09:16 mins

Major Concepts and Pre-Requisites for Learning Django

Video - 00:43:16 mins

Django Tips to Start a Project | Hands-on Coding in Python & VSCode

Video - 00:15:00 mins

django-admin commands important to understand | django course

Video - 00:07:38 mins

django important folders to create for a project | django course

Video - 00:04:49 mins

Important parts of django to master before starting a project

Video - 00:20:49 mins

django mastery roadmap | django professional course | django course

Video - 00:23:57 mins

gitbash and django setup easy for django developers

Video - 00:06:12 mins

Django Project Files Explained | manage.py, settings.py, urls.py & More

Video - 00:13:43 mins

MVT Pattern in Django Explained with Examples in python

Video - 00:08:47 mins

Adding Homepage & Blog Page with URL Routing in Django

Video - 00:11:07 mins

Adding Templates & Connecting Them with Views and URLs in Django

Video - 00:12:52 mins

HTML, CSS & Bootstrap Pathways for Django Developers

Video - 00:02:26 mins

Using Bootstrap for Responsive Websites in Django

Video - 00:07:56 mins

Using Static Files in Django Projects | Complete Guide

Video - 00:14:45 mins

Create and Connect an App for LMS Courses in Django Project

Video - 00:06:04 mins

Migrate Commands in Django Explained | Functions & Examples

Video - 00:03:01 mins

Admin Panel & Superuser in Django

Video - 00:11:51 mins

Django Models with ORM & CRUD Operations | Hands-On Python Django

Video - 00:15:21 mins

Using Images & Media with URL Routing in Django

Video - 00:08:54 mins

Data Flow in Django | From Models to Views to Frontend (MVT Explained)

Video - 00:16:17 mins

Using Models Data & Templates Together in Django Frontend

Video - 00:10:14 mins

Fetch Data from Database to Frontend in Django | Display Courses with Models, Views & Templates

Video - 00:13:11 mins

Using Bootstrap Cards & URL Routing for Django Frontend

Video - 00:14:15 mins

Adding URL Routing for Each Course in Django App

Video - 00:04:14 mins

DSAAMP Last Meeting and Feedback from students

DSAAMP last lecture

Video - 00:14:16 mins

Students feedback about DSAAMP

Video - 00:16:24 mins

django: complete projects

Machine Learning Model-Based AI Website in Django | Tips Dataset + XGBoost

Video - 01:09:50 mins

Django Deployment on Hostinger KVM VPS Linux server

Create requirements txt file before deployment

Video - 00:06:55 mins

Making GitHub repo and purchase | Django deployment in Hostinger VPS Linux

Video - 00:07:39 mins

Hostinger kvm vps server understanding for deployment

Video - 00:14:05 mins

Hostinger_django_creatiung a new system as ubuntu | Django deployment in Hostinger VPS Linux

Video - 00:03:09 mins

Hostinger Linux server VScode integration and terminal for better visibility of files (1/2)

Video - 00:07:34 mins

Hostinger Linux server VScode integration and terminal for better visibility of files (2/2)

Video - 00:11:05 mins

Update and install packages | create another sudo user | Django deployment in Hostinger VPS Linux

Video - 00:03:54 mins

Permissions and database creation using postgresql | Django deployment in Hostinger VPS Linux

Video - 00:04:38 mins

postgres installation and database | Django deployment in Hostinger VPS Linux

Video - 00:00:31 mins

Virtual environment creation and installations | Django deployment in Hostinger VPS Linux

Video - 00:06:04 mins

Auto-activate virtual environment | Django deployment in Hostinger VPS Linux

Video - 00:01:17 mins

Install uwsgi and configure it | Django deployment in Hostinger VPS Linux

Video - 00:06:17 mins

Creating new subdomains and pointing to a VPS with DNS settings | Django deployment and Deployment

Video - 00:12:29 mins

Nginx for reverse proxy server | Django deployment in Hostinger VPS Linux

Video - 00:23:03 mins

SSL certificate for domain using certbot | Django deployment in Hostinger VPS Linux

Video - 00:03:30 mins

Debugging errors and restart application | Django deployment in Hostinger VPS Linux

Video - 00:00:45 mins

Django WebApp deployment on AWS (Amazon Web Services) EC2

AWS Linux sever and website deployment with free tier access

Video - 00:03:15 mins

Update Django app/website with manual and schedule updates | Django AWS app deployment

Video - 00:13:07 mins

AWS free tier for 6 or 12 months choose now and use freely | django app deployment

Video - 00:00:58 mins

Create EC2 Linux instance for Django app deployment on AWS server

Video - 00:16:15 mins

EC2 instance Running and Stopping methods to debug| removing errors and bugs

Video - 00:08:14 mins

Deploy a Django app on EC2 instance Complete tutorial | Django AWS app deployment

Video - 00:35:09 mins

EC2 instance costs more if you keep running it | high bills Django AWS app deployment

Video - 00:07:27 mins

Django WebApp automatically update on any Linux Server (Hostinger/AWS/GCP)

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4-Months of Data Science to AI Agents Mentorship Program (DSAAMP) Run LLMs Inside Docker: ‘Models‑in‑Docker’ Setup for Local AI

4-Months of Data Science to AI Agents Mentorship Program (DSAAMP)