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:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
Principles
- Principle:Interpretml Interpret EBM JSON Deserialization
- Principle:Datahub project Datahub Spark Event Interception
- Principle:Cleanlab Cleanlab Active Learning Prioritization
- Principle:Huggingface Peft Adapter Injection
- Principle:Triton inference server Server Inference Correctness Testing
- Principle:Neuml Txtai Speech Synthesis
- Principle:Apache Flink Hybrid Source Processing
- Principle:LMCache LMCache CacheBlend Configuration
- Principle:PeterL1n BackgroundMattingV2 ONNX export
- Principle:Wandb Weave Integration Configuration
Implementations
- Implementation:Hpcaitech ColossalAI ClosedToConstantLengthSplicedDataset
- Implementation:Datajuicer Data juicer QuerySentimentDetectionMapper
- Implementation:Scikit learn Scikit learn KNeighborsGraph
- Implementation:InternLM Lmdeploy Gateway
- Implementation:Openai Openai node Completions Parse
- Implementation:Triton inference server Server L0 Perf Simple Client
- Implementation:Tensorflow Tfjs CPU MaxPoolGrad Kernel
- Implementation:NVIDIA NeMo Curator LLMClient
- Implementation:Haosulab ManiSkill XLeRobot
- Implementation:Mlc ai Mlc llm JSON FFI Engine Py
Heuristics
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Avhz RustQuant Learning Rate Tuning
Environments
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Apache Druid Druid Cluster Api
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4