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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:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
Principles
- Principle:Fastai Fastbook Language Model Data
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:CrewAIInc CrewAI Hierarchical Crew Assembly
- Principle:OpenHands OpenHands Integration Router Mounting
- Principle:Puppeteer Puppeteer Browser Binary Installation
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:Google deepmind Dm control Reward Shaping
- Principle:Online ml River Online Logistic Regression
- Principle:Rapidsai Cuml Clustering Algorithm Configuration
- Principle:Tencent Ncnn Foreign Model Conversion
Implementations
- Implementation:NVIDIA TransformerEngine Ops Base
- Implementation:Tensorflow Tfjs Tensorflowjs Converter CLI
- Implementation:Scikit learn Scikit learn VotingClassifier Init
- Implementation:FlagOpen FlagEmbedding Reinforced IR Data Utils
- Implementation:Google deepmind Mujoco mj step
- Implementation:Pyro ppl Pyro OMTMultivariateNormal
- Implementation:Fede1024 Rust rdkafka FFI Bindings
- Implementation:Treeverse LakeFS Java SDK Model ExternalLoginInformation
- Implementation:Microsoft DeepSpeedExamples BingBert Timer
- Implementation:Wandb Weave Weave Init
Heuristics
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
Environments
- Environment:Huggingface Trl Quantization Environment
- Environment:Kserve Kserve Cert Manager
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:SeleniumHQ Selenium Grid Deployment Environment