Prodramp Courses

Whiteboarding - Large Language Model Tech Stack

Explore the LLM tech stack, covering API-accessible and open-source models. Learn about ChatGLM-6B and gain insights into self-hosting options for large language models.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Bringing LLM to the Enterprise - Training From Scratch or Just Fine-Tune With Cerebras-GPT

Learn to leverage Cerebras-GPT for enterprise LLM deployment, covering training from scratch, fine-tuning, and cost considerations. Explore open-source frameworks and compute-optimal models for efficient implementation.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Beginners Workshop to Fine-Tune OpenAI LLM Model with Enterprise Web Data in Python

Learn to fine-tune OpenAI's GPT-3.5-Turbo model with enterprise web data using Langchain and ChromaDB. Create a ChatGPT-like interface for your customer data in this hands-on Python workshop.

• YouTube
• 35 minutes
• On-Demand
• Free Video

Python Gradio UI for Fine-Tuning LLM - OpenAI GPT with Custom Data

Learn to create a Python Gradio UI for fine-tuning OpenAI's GPT model with custom data using LlamaIndex, enabling personalized Q&A and summarization capabilities.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Fine Tuning LLM -OpenAI GPT- with Custom Data in Python

Learn to fine-tune OpenAI GPT models with custom data using LlamaIndex in Python. Explore concepts, see a Gradio UI demo, and follow a coding walkthrough for Q&A and summarization tasks.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Data Engineering and Storage Concepts - With ETL, ELT, Warehouse, Lake, and Lake House

Comprehensive overview of data engineering concepts, including storage solutions, ETL/ELT processes, and modern data architectures like data mesh, with practical examples and best practices for effective data management.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Develop Successful Deep Learning Projects with This 10 Steps Formula

Learn a 10-step formula for successful deep learning projects, covering problem definition, data preparation, model selection, training strategies, regularization, augmentation, interpretability, and deployment.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Ubuntu 22.04 Kernel Update with Latest Nvidia Display Driver

Step-by-step guide to updating Ubuntu 22.04 kernel to 6.2.1 and installing the latest Nvidia display driver 525.89.02, covering potential issues and solutions.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Prompt Engineering - Understanding Large Language Models with ChatGPT

Explore large language models and ChatGPT through prompt engineering. Learn about transformer architecture, text embedding, self-attention, and key deep learning methods with practical Python examples.

• YouTube
• 36 minutes
• On-Demand
• Free Video

ChatGPT on Test Drive Teaching How to Learn Rust

Explore how ChatGPT assists in learning Rust programming, covering key concepts and practical examples through a series of guided questions and answers.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Python Workshop with Face Detection, Mesh & Orientations with Hugging Face Deployment

Build a Python web app for face analysis using Gradio UI, including face detection, mesh, and orientation. Learn to process webcam input and deploy to Hugging Face Space.

• YouTube
• 51 minutes
• On-Demand
• Free Video

No-Code and Full-Code Data Analytics with GigaSheet and Pandas - Side-by-Side

Hands-on workshop comparing no-code (GigaSheet) and full-code (Pandas) data analytics solutions, covering data upload, filtering, aggregation, updating, grouping, and exporting.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Getting Started with ESM Metagenomic Atlas with API and Large Language Models

Introduction to Meta AI's ESM Metagenomic Atlas, exploring protein structures and their importance. Covers API usage, large language models, and practical demonstrations using various tools and resources.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Advance Deep Learning Workshop for Satellite Imagery - Model Export & Production

Hands-on workshop on advanced deep learning techniques for satellite imagery, covering remote debugging, model deployment, activation heatmaps, and custom predictions using TensorFlow and Keras.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Deep Learning Workshop for Satellite Imagery - Training & Prediction

Hands-on deep learning workshop for satellite imagery, covering model training, debugging, prediction, and advanced techniques like custom metrics, heatmaps, and model deployment.

• YouTube
• 1 hour 33 minutes
• On-Demand
• Free Video