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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.
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|---|---|---|
| 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:Groq Groq python Chat Completion
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Neuml Txtai Model Training
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Sdv dev SDV Single table synthesis
Principles
- Principle:MaterializeInc Materialize Source and Model Definition
- Principle:DistrictDataLabs Yellowbrick Missing Data Visualization
- Principle:Intel Ipex llm Lookahead Decoding
- Principle:AUTOMATIC1111 Stable diffusion webui Settings UI
- Principle:Heibaiying BigData Notes MapReduce Reduce Phase
- Principle:Apache Paimon Global Index Scan Building
- Principle:Huggingface Diffusers Training Validation
- Principle:SeleniumHQ Selenium Bazel Build Verification
- Principle:Ucbepic Docetl Dataset Upload And Operation Creation
- Principle:Confident ai Deepeval Evaluation Dataset Preparation
Implementations
- Implementation:TobikoData Sqlmesh CICD Gen Prod Plan
- Implementation:Farama Foundation Gymnasium Vector Reward Wrappers
- Implementation:Huggingface Datasets DatasetBuilder As Dataset
- Implementation:Protectai Llm guard Create app
- Implementation:Apache Airflow TaskInstance Model
- Implementation:CrewAIInc CrewAI JSON Search Tool
- Implementation:Datahub project Datahub VersionAwarePatchTransformer
- Implementation:Google deepmind Mujoco Engine Util Solve
- Implementation:NVIDIA DALI TF Helper
- Implementation:Haosulab ManiSkill RoboCasaWindows
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Vllm project Vllm Distributed