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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:Groq Groq python Chat Completion
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Apache Kafka Topic Management
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Huggingface Transformers Model Quantization
Principles
- Principle:PeterL1n BackgroundMattingV2 Checkpoint management
- Principle:LLMBook zh LLMBook zh github io Bitsandbytes Quantization
- Principle:Apache Flink File Source Builder Configuration
- Principle:Iamhankai Forest of Thought Expression Validation
- Principle:Predibase Lorax Inference Request Construction
- Principle:MaterializeInc Materialize Cluster and Index Configuration
- Principle:Bigscience workshop Petals Tokenization
- Principle:DevExpress Testcafe CDP Browser Control
- Principle:CARLA simulator Carla Synchronous Simulation Mode
- Principle:Treeverse LakeFS Hook Triggered Commit
Implementations
- Implementation:Obss Sahi GreedyNMM Postprocess
- Implementation:Google deepmind Mujoco Engine Init
- Implementation:Treeverse LakeFS Java SDK Model InstallationUsageReport
- Implementation:Langfuse Langfuse Sessions UI Table Events Service
- Implementation:Open compass VLMEvalKit VisFactor
- Implementation:Openai Evals AnthropicSolver
- Implementation:Kubeflow Kubeflow Manifests Vs Packaged Decision
- Implementation:NVIDIA TransformerEngine JAX Softmax
- Implementation:Mit han lab Llm awq NVILA Builder
- Implementation:Bentoml BentoML Framework TorchScript
Heuristics
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
Environments
- Environment:Getgauge Taiko Chromium Browser
- Environment:Getgauge Taiko Node Runtime
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Kubeflow Pipelines Python SDK
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Haifengl Smile Java 25 Runtime