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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.
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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:Allenai Open instruct DPO Preference Tuning
- Workflow:Online ml River Online Clustering
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Huggingface Optimum Model Export
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Googleapis Python genai Multimodal Content Generation
Principles
- Principle:Webdriverio Webdriverio HTTP Transport
- Principle:Fastai Fastbook Training Loop
- Principle:Langfuse Langfuse Experiment Run Creation
- Principle:Google deepmind Dm control Action Observation Spec Inspection
- Principle:Ollama Ollama CLIStartup
- Principle:Huggingface Datatrove Pipeline Failure Diagnosis
- Principle:Spotify Luigi SQL Query Execution
- Principle:Ggml org Llama cpp LoRA Model Merging
- Principle:Dotnet Machinelearning LambdaMART Ranking
- Principle:Ggml org Llama cpp Chat Template Application
Implementations
- Implementation:CARLA simulator Carla CMake Build Launch Package
- Implementation:Datahub project Datahub MetadataWriteCallback Interface
- Implementation:Google deepmind Mujoco MJWarp IO
- Implementation:Isaac sim IsaacGymEnvs MotionLib
- Implementation:Openai Openai python Response Input Image Param
- Implementation:InternLM Lmdeploy Gemm SmemCopy
- Implementation:Getgauge Taiko CheckBox Element
- Implementation:Alibaba ROLL DistillPipeline Val
- Implementation:Apache Druid ColumnTree
- Implementation:Tensorflow Serving Streaming Batch Scheduler Test
Heuristics
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
Environments
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Openai Whisper Numba
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Sail sg LongSpec Inference Environment