GenAI Essentials Course - Free Early Access
Learn the essentials of working with AI in the cloud
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This Course Includes:
1 Year Access
5
Hours of Video
181
Lectures
20
Follow Alongs
Certificate of Completion
Course Outline
ML Introduction
29m 27s
Vectors and Embeddings
Lecture
RNNs
Lecture
CNNs
Lecture
Transformer Architecture
Lecture
BERT
Lecture
BERT Lab
20m 48s
Follow Along
Watch
Sentence Transformers
Lecture
Sentence Transformers Lab
8m 39s
Follow Along
Watch
Attention
Lecture
Positional Encoding
Lecture
GenAI Introduction
Responsible AI Practices
Lecture
Use-Cases and Limitations
Lecture
Agents
Lecture
Agentic Workflows
Lecture
Agentic Coding
Lecture
Notebooks
Lecture
Where's the Moat?
Lecture
Modalities
What are Modalities?
Lecture
Text Generation
Lecture
Video Generation
Lecture
Image Generation
Lecture
Audio Generation
Lecture
3D Generation
Lecture
Multi-modal
Lecture
Multi-model
Lecture
LLM Basics
LLM Usecases
Lecture
Anatomy of a Prompt
Lecture
Tokenization
Lecture
LLM Hyper Parameters
Lecture
Principles of Prompting
Lecture
Ethics / Bias
Lecture
Model Cards
Lecture
Leaderboards
Lecture
ML Commons and ML Perf
Lecture
AI Powered Assistants
12m 17s
AI Powered Assistants
Lecture
AI Powered Assistants
12m 17s
Follow Along
Watch
ChatGPT
Lecture
Anthropic Claude
Lecture
Google Gemini
Lecture
Mistral AI
Lecture
Meta AI
Lecture
Env Setup
1h 31m 23s
Google Colab
Lecture
SageMaker Studio Labs
Lecture
Google Colab and SageMaker Studio Labs
14m 53s
Follow Along
Watch
SageMaker Notebooks
Lecture
Azure ML Notebooks
Lecture
Lighting AI
Lecture
Lighting AI Basics
6m 14s
Follow Along
Watch
Gitpod
5m 21s
Follow Along
Watch
Deepnote
Lecture
Conda
Lecture
Jupyter Server
Lecture
GitHub Codespaces
5m 49s
Follow Along
Watch
Deepnote
6m 1s
Follow Along
Watch
Setup Conda
12m 52s
Follow Along
Watch
Installing Python Libraries with Conda
11m 58s
Follow Along
Watch
VSCode Notebooks Ipykernel
16m 9s
Follow Along
Watch
Jupyter Lab Setup
12m 6s
Follow Along
Watch
Prompt Engineering
Introduction to Prompt Engineering
Lecture
Prompt Design vs Prompt Engineering
Lecture
Zero Shot
Lecture
Few Shot
Lecture
Chaining
Lecture
Chain of Thought
Lecture
Tree of Thought
Lecture
CO-STAR
Lecture
Self-Consitency
Lecture
reAct
Lecture
Reflexion
Lecture
WorkBenches and Playgrounds
Introduction to Workbenches
Lecture
Open AI Playground
Lecture
Anthropic Workbench
Lecture
Google AI Studio
Lecture
AWS Bedrock Playground
Lecture
Cohere Playground
Lecture
Types of LLMs
Levels of LLMs
Lecture
Foundational Models
Lecture
Fine-Tuned Models
Lecture
Instruct Models
Lecture
Embed Models
Lecture
Open-source Models
Lecture
Edge-Optimized Models
Lecture
Uncesnored Models
Lecture
Model as a Service
16m 32s
Introduction to Model-as-a-Service
Lecture
Amazon Bedrock
Lecture
Amazon Bedrock Basics
16m 32s
Follow Along
Watch
Google Vertex AI
Lecture
Azure AI Foundry
Lecture
Alibaba Cloud Model Studio
Lecture
LLM DevTools and Workflow
2h 43m 33s
GenAI Lifecycle
Lecture
LLMOps
Lecture
Hugging Face
Lecture
Hugging Face Pipelines
29m 45s
Follow Along
Watch
Hugging Face Direct Model Lab
15m 42s
Follow Along
Watch
Hugging Face Spaces
17m 17s
Follow Along
Watch
Hugging Face Datasets
30m 40s
Follow Along
Watch
Ollama
Lecture
Ollama
22m 30s
Follow Along
Watch
Llamafile
Lecture
Lllamafile Lab
16m 39s
Follow Along
Watch
LangChain
Lecture
LlamaIndex
Lecture
Llama.cpp
Lecture
Bitnet.cpp
Lecture
GGML
Lecture
Azure AI Promptflow
Lecture
Amazon Bedrock Promptflow
Lecture
Automatic Reasoning and Tool Use (ART)
Lecture
Context Caching
Lecture
Instruction Masking
Lecture
Structured Generation
Lecture
ONNX
Lecture
Open WebUI
31m
Follow Along
Watch
AI Code Assistants
AI-Code Assistants
Lecture
Amazon Q Developer
Lecture
GitHub Copilot
Lecture
Gemini Code Assist
Lecture
Codeium
Lecture
Cursor
Lecture
Lovable
Lecture
App Prototyping
v0
Lecture
Streamlit
Lecture
Gradio
Lecture
FastHTML
Lecture
Lovable
Lecture
GenAI Security
Prompt Injections
Lecture
Guard Rails
Lecture
OWASP Top Ten LLM
Lecture
GenAI Shared Responsibilitiy Model
Lecture
ISO/IEC 42001:2023
Lecture
Containers
OPEA
Lecture
Nvidia Workbench
Lecture
Nvidia NIM
Lecture
Serving
KServe
Lecture
Ray
Lecture
vLLM
Lecture
picoLLM
Lecture
TGI and TEI
Lecture
AI Delivery Platform
Intel Tiber AI Cloud
Lecture
Scale AI
Lecture
Runpod AI
Lecture
Groq
Lecture
Replicate
Lecture
Ori
Lecture
GenAI Hardware
CPU Architectures
Lecture
AI Accelerators
Lecture
XPUs
Lecture
TPUs
Lecture
GPUs
Lecture
iGPUs
Lecture
VPUs
Lecture
NPUs
Lecture
FPGAs
Lecture
ASICs
Lecture
Hetrogeneous Computing Platforms
oneAPI
Lecture
CUDA
Lecture
Apple Metal
Lecture
AMD ROCm
Lecture
SYCL
Lecture
OpenCL
Lecture
Model Optimizers
OpenVino
Lecture
DeepSpeed
Lecture
Framework
DirectML
Lecture
CoreML and MLX
Lecture
Pytorch
Lecture
Tensorflow and Keras
Lecture
Evals
Traditional ML Metrics
Lecture
AI-Assisted Metrics
Lecture
Generation quality metrics
Lecture
Risk and safety metrics
Lecture
Ragas
Lecture
LLM Customization
Hyperparemter optimzation
Lecture
Prompt Tuning
Lecture
In-Context-Learning (ICL)
Lecture
Mixture of Experts (MoE)
Lecture
SFT
Instuct / Domain FT
Lecture
Full-Fine Tuning
Lecture
PEFT
Lecture
LORA
Lecture
QLORA
Lecture
Last Layer
Lecture
RLHF
Lecture
Flash Attention
Lecture
litGPT
Lecture
Axolotl
Lecture
Size Optimization
Qauntiization
Lecture
Distillation
Lecture
Pruning
Lecture
RAGS
Rag Strategies
Lecture
Chunking
Lecture
Document Cracking
Lecture
Types of Search
Semantic Search
Lecture
Keyword Search
Lecture
Density Retreival
Lecture
HNSW
Lecture
Knowledgebase
Vectorstores
Lecture
Knowledge graph
Lecture
Session Management
Lecture
API Search Engines
Lecture
Sythentic Data Generation
Lecture