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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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Browse by Category
| 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:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
Principles
- Principle:Huggingface Datatrove Dataset Card Generation
- Principle:Huggingface Datasets Dataset Filtering
- Principle:Ggml org Llama cpp Conversion Verification
- Principle:TobikoData Sqlmesh CICD Bot Configuration
- Principle:Helicone Helicone Platform Statistics
- Principle:Tensorflow Tfjs Graph Execution
- Principle:Ollama Ollama Registry Authentication
- Principle:Groq Groq python Vector Extraction
- Principle:Cleanlab Cleanlab Regression Label Quality Scoring
- Principle:Confident ai Deepeval Dataset Driven Evaluation
Implementations
- Implementation:Astronomer Astronomer cosmos Package Exports
- Implementation:Online ml River Stats Minimum
- Implementation:Webdriverio Webdriverio WebDriverRequestError
- Implementation:Avhz RustQuant FFT
- Implementation:Microsoft Autogen Studio CLI
- Implementation:Google deepmind Mujoco MJX Collision Driver
- Implementation:Scikit learn contrib Imbalanced learn BalancedBatchGenerator
- Implementation:Kserve Kserve Graph Router Engine
- Implementation:Huggingface Datatrove URLFilter
- Implementation:Pyro ppl Pyro Trace MMD
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Eric mitchell Direct preference optimization Disable Sampling During Eval
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Duckdb Duckdb Test Development Guidelines
Environments
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Vllm project Vllm AWS ECR
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Sgl project Sglang CPU Runtime
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch