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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:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:Triton inference server Server Request Tracing
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:ARISE Initiative Robosuite Simulation Loop
- Principle:Spotify Luigi SQL Query Execution
- Principle:Mlflow Mlflow LLM Autologging
- Principle:ClickHouse ClickHouse Core Compiler Macros
- Principle:Mlfoundations Open flamingo FSDP Model Wrapping
- Principle:LaurentMazare Tch rs Adam Optimization
- Principle:Obss Sahi COCO Evaluation
- Principle:Promptfoo Promptfoo Build And Packaging
Implementations
- Implementation:Deepseek ai Janus Apply Sft Template JanusFlow
- Implementation:Huggingface Datasets Get Dataset Config Names
- Implementation:Lm sys FastChat Rating Systems
- Implementation:Tensorflow Serving Mnist Training Example
- Implementation:Microsoft Onnxruntime ORTModule Wrap
- Implementation:FlowiseAI Flowise CreateEvaluation
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Pix2PixModel Optimize Parameters
- Implementation:Run llama Llama index EvaluationResult Analysis
- Implementation:OpenHands OpenHands UserStore Migrate User
- Implementation:MarketSquare Robotframework browser Network Idle Transformer
Heuristics
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
Environments
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Datahub project Datahub Java Build
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Apache Kafka Gradle Build Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Openclaw Openclaw Mintlify Documentation Platform