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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:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Avhz RustQuant Model Calibration
Principles
- Principle:NVIDIA DALI Anchor Box Encoding
- Principle:ArroyoSystems Arroyo Connector Registry
- Principle:Recommenders team Recommenders Benchmark Metric Evaluation
- Principle:DistrictDataLabs Yellowbrick Elbow Method Cluster Selection
- Principle:ChenghaoMou Text dedup Jaccard Similarity
- Principle:Vllm project Vllm VLM Model Selection
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:Elevenlabs Elevenlabs python Batch Speech to Text
- Principle:Princeton nlp Tree of thought llm Thought Evaluation
- Principle:Huggingface Datatrove Language Filtering
Implementations
- Implementation:SeldonIO Seldon core Seldon Model Status
- Implementation:Hiyouga LLaMA Factory Logging
- Implementation:Google deepmind Mujoco MJX Collision SDF
- Implementation:Apache Flink Mapred HadoopOutputFormat
- Implementation:Lance format Lance TakeBench
- Implementation:InternLM Lmdeploy Gemm Cast
- Implementation:Langfuse Langfuse Sessions UI Table Service
- Implementation:OpenRLHF OpenRLHF Actor init
- Implementation:Ucbepic Docetl CodeOperations
- Implementation:Obss Sahi Visualize Object Predictions
Heuristics
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
Environments
- Environment:Cypress io Cypress Browser Requirements
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Apache Kafka Release Toolchain Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Openai Whisper FFmpeg
- Environment:Spotify Luigi Python Runtime