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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:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Wandb Weave Prompt Management
Principles
- Principle:Online ml River Incremental KMeans Clustering
- Principle:DevExpress Testcafe Configuration Loading
- Principle:Alibaba ROLL MCoreAdapter DPO Training
- Principle:Langgenius Dify React Context Pattern
- Principle:Lucidrains X transformers Masked Token Prediction Training
- Principle:Haosulab ManiSkill Digital Twin Construction
- Principle:Pyro ppl Pyro Conditional Density Estimation
- Principle:Gretelai Gretel synthetics Tabular Data Transformation
- Principle:Mlflow Mlflow Trace Destination Configuration
- Principle:Huggingface Optimum Parallel Layer Annotation
Implementations
- Implementation:InternLM Lmdeploy Auto Awq
- Implementation:DevExpress Testcafe RunnerAPI TypeDefs
- Implementation:Lance format Lance LegacyListEncoding
- Implementation:Neuml Txtai StorageTask
- Implementation:Facebookresearch Audiocraft Export pretrained compression model
- Implementation:NVIDIA NeMo Curator Base URLGenerator
- Implementation:Lance format Lance Dataset Delete
- Implementation:Microsoft DeepSpeedExamples Get DS Model
- Implementation:Getgauge Taiko OpenBrowser
- Implementation:Openai Openai python Shared Custom Tool Input Format
Heuristics
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
Environments
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:DevExpress Testcafe Node Runtime
- Environment:InternLM Lmdeploy Build From Source
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies