Embeddings Courses and Certifications

Hands-On AI: RAG using LlamaIndex

1 rating at LinkedIn Learning

Learn how to enhance AI query capabilities and data accuracy through the application of LlamaIndex in retrieval-augmented generation processes.

• LinkedIn Learning
• 6 hours 26 minutes
• On-Demand
• Free Trial Available

Recommendation Systems with TensorFlow on GCP

In this course, you'll apply your knowledge of classification models and embeddings to build a ML pipeline that functions as a recommendation engine.

• Pluralsight
• 7 hours
• On-Demand
• Free Trial Available

Aleksa Gordić - The AI Epiphany

Neural Search with Jina AI - Open-Source ML Tool Explained

Explore Jina AI, an open-source neural search engine. Learn core concepts, set up an MNIST fashion example, and understand indexing, encoding, and evaluation processes for efficient machine learning workflows.

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

Jay Alammar

The Narrated Transformer Language Model

Visual introduction to the Transformer architecture, explaining its components and applications in AI/ML. Accessible to various experience levels, covering tokenization, embedding, and output projection.

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

Aleksa Gordić - The AI Epiphany

Attention Is All You Need - Transformer Paper Explained

Detailed walkthrough of the original transformer architecture, covering tokenization, embeddings, attention mechanisms, and decoding, with a focus on machine translation applications.

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

CodeEmporium

Deep Dive into the Transformer Encoder Architecture

Detailed exploration of transformer encoder architecture, covering embeddings, positional encodings, self-attention mechanisms, and key components for effective natural language processing.

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

Graham Neubig

CMU Advanced NLP: Information Extraction and Knowledge-Based QA

Explore advanced NLP techniques for knowledge extraction, relation modeling, and question answering. Learn to leverage embeddings, knowledge graphs, and language models for information retrieval and analysis.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Databricks

Frequently Bought Together Recommendations Using Embeddings - Challenges and Solutions

Explore embedding-based "frequently bought together" recommendations for e-commerce, covering model training, productionization, metrics, and serving strategies. Learn practical tips for large-scale implementation.

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

NDC Conferences

Natural Language Processing with Deep Learning and TensorFlow

Explore deep learning for NLP using TensorFlow. Learn to create embeddings, build neural networks, and apply them to classification tasks with hands-on labs and interactive learning.

• YouTube
• 54 minutes
• On-Demand
• Conference Talk

Venelin Valkov

Loaders, Indexes & Vectorstores in LangChain - Question Answering on PDF Files with ChatGPT

Learn to use LangChain for advanced document processing, including loading PDFs, creating embeddings, and performing question-answering with ChatGPT. Explore data loaders, indexes, and vector stores for efficient text analysis.

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

The Full Stack

Augmented Language Models - LLM Bootcamp

Explore techniques for enhancing language models with external context: retrieval augmentation, chaining, and tool use. Learn about embeddings, databases, and practical applications in AI development.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

The Full Stack

Project Walkthrough - AskFSDL - LLM Bootcamp

Walkthrough of building an LLM-powered Discord bot for answering questions about neural network applications, covering tooling, data cleaning, infrastructure, frontend, embeddings, and monitoring.

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

The Full Stack

Transfer Learning and Transformers - Full Stack Deep Learning - Spring 2021

Explore transfer learning's evolution from computer vision to NLP, diving into embeddings, language models, and the revolutionary Transformer architecture. Gain insights into various models and their applications.

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

The Evolution of Milvus - A Cloud-Native Vector Database

Explore Milvus 2.0, a cloud-native vector database for unstructured data. Learn its architecture, features, and real-world applications in art, security, real estate, and e-commerce.

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

NDC Conferences

Rules to Better ChatGPT and Using the Best API Ever

Discover advanced ChatGPT techniques, OpenAI API usage, and the potential of autonomous agents in software development. Gain insights to leverage AI technology effectively in your company.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Conference Talk