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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:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Openai Whisper Word Level Timestamps
Principles
- Principle:Princeton nlp Tree of thought llm Task Interface Design
- Principle:Langchain ai Langgraph Graph Persistence Compilation
- Principle:Explodinggradients Ragas Document Loading
- Principle:Ollama Ollama Token Sampling
- Principle:Risingwavelabs Risingwave Environment Configuration
- Principle:CarperAI Trlx ROUGE Evaluation
- Principle:BerriAI Litellm Budget Rate Limiting
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Apache Airflow Operator Sensor Development
- Principle:LaurentMazare Tch rs Tensor Type Conversion
Implementations
- Implementation:MarketSquare Robotframework browser Thread Safe Logger
- Implementation:LMCache LMCache Analyze Chunk Hashes
- Implementation:Interpretml Interpret GaussianDistribution
- Implementation:Anthropics Anthropic sdk python ThinkingConfigParam
- Implementation:Datajuicer Data juicer Load Ops
- Implementation:NVIDIA DALI C API Legacy Tests
- Implementation:Getgauge Taiko Intercept Handler
- Implementation:BerriAI Litellm S3 Logger
- Implementation:Onnx Onnx Doc Strings Generator
- Implementation:Open compass VLMEvalKit HiPhODataset
Heuristics
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Apache Airflow Memory Management Tips
Environments
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment