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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:Google deepmind Dm control Manipulation Task Setup
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Alibaba MNN Model Compression
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Zai org CogVideo Video Captioning
Principles
- Principle:Ucbepic Docetl LLM Powered Text Extraction
- Principle:NVIDIA DALI Image Normalization
- Principle:CarperAI Trlx Hyperparameter Sweep
- Principle:Huggingface Datasets Dataset Sorting
- Principle:Spotify Luigi HPC Batch Execution
- Principle:Getgauge Taiko Network Emulation
- Principle:Google deepmind Dm control MJCF Physics Compilation
- Principle:Ollama Ollama Sampling Strategy
- Principle:DevExpress Testcafe Execution Parameter Tuning
- Principle:Hiyouga LLaMA Factory Chat Template System
Implementations
- Implementation:MaterializeInc Materialize Scalability Benchmark Framework
- Implementation:Webdriverio Webdriverio DeleteSession Command
- Implementation:Treeverse LakeFS Java SDK PullsApi
- Implementation:CarperAI Trlx DSL Interpreter
- Implementation:Haosulab ManiSkill KitchenObjectUtils
- Implementation:Avdvg InjectGuard CSVLoader Load
- Implementation:BerriAI Litellm Enterprise API Key Auth
- Implementation:Onnx Onnx Operator Sets Registry
- Implementation:Mlflow Mlflow Pyfunc Load Model
- Implementation:Predibase Lorax LLaVA NeXT Model
Heuristics
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
Environments
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Getgauge Taiko Docker Container
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:NVIDIA NeMo Curator Python Linux Base