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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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|---|---|---|
| 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:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Huggingface Diffusers Video Generation
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
Principles
- Principle:Togethercomputer Together python Document Reranking
- Principle:Lucidrains X transformers Direct Preference Optimization
- Principle:DevExpress Testcafe CI Dependency Installation
- Principle:Apache Kafka Topic Description
- Principle:Huggingface Trl Reward Sequence Classifier Loading
- Principle:Tencent Ncnn SSD Object Detection
- Principle:Tensorflow Serving HTTP Compression
- Principle:Haosulab ManiSkill Demonstration Data Acquisition
- Principle:Iterative Dvc Vega Lite Conversion
- Principle:Pyro ppl Pyro Observation Conditioning
Implementations
- Implementation:Lm sys FastChat Split Long Conversation
- Implementation:Scikit learn Scikit learn EnableHalvingSearchCV
- Implementation:ARISE Initiative Robosuite MujocoEnv Reset And Step
- Implementation:Farama Foundation Gymnasium HumanoidEnv V4
- Implementation:Infiniflow Ragflow TemplateSidebar Component
- Implementation:Sktime Pytorch forecasting NHiTS
- Implementation:Hiyouga LLaMA Factory Chat Template
- Implementation:Apache Flink AsyncDynamicTableSinkBuilder
- Implementation:InternLM Lmdeploy Interval
- Implementation:Mage ai Mage ai Datadog Streams
Heuristics
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
Environments
- Environment:Tensorflow Serving Build Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Apache Spark JDK Build Environment
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime