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:SeldonIO Seldon core Model Deployment
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
Principles
- Principle:Huggingface Trl Reward Evaluation and Saving
- Principle:Facebookresearch Audiocraft JASCO Model Loading
- Principle:Triton inference server Server Ensemble Configuration
- Principle:Haifengl Smile Spatial Index Construction
- Principle:Explodinggradients Ragas Multi Turn Evaluation Schema
- Principle:Ucbepic Docetl Optimizer Configuration
- Principle:Huggingface Datatrove Duplicate Removal
- Principle:Evidentlyai Evidently Dashboard Panel Configuration
- Principle:DevExpress Testcafe Runner Creation
- Principle:Apache Shardingsphere Event Listener Registration
Implementations
- Implementation:Neuml Txtai PgText Scoring
- Implementation:FlowiseAI Flowise ToolsView
- Implementation:Open compass VLMEvalKit VGRPBench Aquarium
- Implementation:Microsoft Onnxruntime CUDA ReductionOps
- Implementation:Huggingface Diffusers Save Pretrained Quantized
- Implementation:Haosulab ManiSkill URDFLoader
- Implementation:ChenghaoMou Text dedup ClusterVisualizer
- Implementation:Lm sys FastChat Controller Dispatch
- Implementation:CrewAIInc CrewAI Crew Training Config
- Implementation:Google deepmind Mujoco MJWarp Inverse
Heuristics
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
Environments
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Dagster io Dagster GRPC Communication