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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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|---|---|---|
| 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:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
Principles
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
- Principle:Apache Beam Pipeline Translation Twister2
- Principle:Neuml Txtai RAG Query Execution
- Principle:Facebookresearch Habitat lab Registry Registration
- Principle:Datajuicer Data juicer Correlation Analysis
- Principle:Cohere ai Cohere python Dataset Upload
- Principle:AUTOMATIC1111 Stable diffusion webui Image Gallery
- Principle:Apache Airflow Environment Setup
- Principle:Lance format Lance Vector Index Configuration
- Principle:Unslothai Unsloth AIME Evaluation
Implementations
- Implementation:Sktime Pytorch forecasting NaNLabelEncoder
- Implementation:OpenHands OpenHands SaaSServerConfig
- Implementation:Predibase Lorax Exllama V1 CUDA Bindings
- Implementation:Alibaba MNN Express Optimizer
- Implementation:Eventual Inc Daft DataFrame With Column
- Implementation:MaterializeInc Materialize Namescore CLI
- Implementation:MarketSquare Robotframework browser Rfbrowser Install
- Implementation:TobikoData Sqlmesh Documentation Component
- Implementation:Huggingface Datatrove ReadabilityInscriptis
- Implementation:NVIDIA TransformerEngine JAX Quantized Tensor
Heuristics
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Trailofbits Fickling Injection Mode Selection
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Sgl project Sglang Grafana
- Environment:Huggingface Diffusers Training Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Lance format Lance Python Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Ggml org Ggml Vulkan GPU Environment