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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:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
Principles
- Principle:Snorkel team Snorkel Labeling Function Definition
- Principle:NVIDIA DALI Operator Schema Registration
- Principle:Apache Airflow Final Publication
- Principle:Evidentlyai Evidently Text Quality Reporting
- Principle:Haifengl Smile Numerical Conversion
- Principle:Bitsandbytes foundation Bitsandbytes Matmul Performance Estimation
- Principle:Huggingface Datasets Column Name Inspection
- Principle:Huggingface Datasets Semantic Versioning
- Principle:Turboderp org Exllamav2 Model Weight Loading
- Principle:ClickHouse ClickHouse Object Pooling
Implementations
- Implementation:Pyro ppl Pyro SubstituteMessenger
- Implementation:Ucbepic Docetl ColumnDialog
- Implementation:Googleapis Python genai Sphinx SearchTools
- Implementation:ARISE Initiative Robosuite RobotBaseModel
- Implementation:Open compass VLMEvalKit VGRPBench Hitori
- Implementation:Vibrantlabsai Ragas AnswerRelevance
- Implementation:Lance format Lance LanceTableProvider
- Implementation:Lance format Lance Java NamespaceStorageOptions
- Implementation:Alibaba MNN FlatBuffers Minireflect Header
- Implementation:Onnx Onnx Backend Base
Heuristics
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Trailofbits Fickling Allowlist Maintenance
Environments
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Spotify Luigi Python Runtime
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Vllm project Vllm Distributed
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:LMCache LMCache VLLM Serving Engine