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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.
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| 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:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
Principles
- Principle:Huggingface Diffusers Weight Mapping
- Principle:Apache Flink Batch Formation and Submission
- Principle:Ollama Ollama GGUF Model Conversion Olmo
- Principle:PeterL1n BackgroundMattingV2 Video dataset loading
- Principle:CARLA simulator Carla Python API Build
- Principle:Apache Airflow Post Release Activities
- Principle:Ggml org Ggml Remote Procedure Call Computation
- Principle:Fede1024 Rust rdkafka Custom Async Runtime Integration
- Principle:Cleanlab Cleanlab Regression Noise Robust Training
- Principle:Apache Spark Cluster Lifecycle Shutdown
Implementations
- Implementation:Scikit learn Scikit learn RandomSampling
- Implementation:EvolvingLMMs Lab Lmms eval EmbSpatial Utils
- Implementation:NVIDIA DALI Fn Resize
- Implementation:TobikoData Sqlmesh Input Component
- Implementation:Microsoft LoRA Check Tokenizers
- Implementation:Ollama Ollama MLXRunner Generator
- Implementation:OpenHands OpenHands Divider
- Implementation:NVIDIA NeMo Curator AddId
- Implementation:Apache Druid Values Query
- Implementation:Deepspeedai DeepSpeed HPU Accelerator
Heuristics
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
Environments
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Spotify Luigi Apache Spark
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Vllm project Vllm Benchmarks