Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
Principles
- Principle:Hpcaitech ColossalAI Evaluation Configuration
- Principle:Haosulab ManiSkill Environment Configuration
- Principle:NVIDIA DALI Video Data Preparation
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Webdriverio Webdriverio Parallel Execution
- Principle:Confident ai Deepeval Step Efficiency Evaluation
- Principle:Openclaw Openclaw Credential Acquisition
- Principle:Tencent Ncnn Dependency Free Build
- Principle:Zai org CogVideo Captioning Environment Setup
- Principle:Alibaba ROLL Reward Flow Configuration
Implementations
- Implementation:Iterative Dvc Repo Artifacts
- Implementation:Ggml org Llama cpp Jinja Lexer
- Implementation:Duckdb Duckdb Snowball Stemmer
- Implementation:Deepspeedai DeepSpeed AutoModel For Inference
- Implementation:Onnx Onnx Helper Version Table
- Implementation:FMInference FlexLLMGen Bench HF Suite
- Implementation:Mlfoundations Open flamingo Flamingo wrap fsdp
- Implementation:Apache Beam JobServicePipelineResult
- Implementation:Online ml River Datasets CreditCard
- Implementation:Onnx Onnx ArrayRef
Heuristics
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
Environments
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Ollama Ollama Go Runtime
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Apache Spark Python Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Pytorch Serve Distributed Training Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:OpenGVLab InternVL Flash Attention 2