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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:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Openai Openai node Realtime Conversation
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Haosulab ManiSkill Custom Task Development
Principles
- Principle:VainF Torch Pruning LLM Config Update
- Principle:Nightwatchjs Nightwatch Element Interaction And Assertion
- Principle:Huggingface Datatrove FineWeb Quality Heuristics
- Principle:Lm sys FastChat Environment Setup
- Principle:Ggml org Llama cpp Public C API
- Principle:Huggingface Diffusers CI Test Reporting
- Principle:ArroyoSystems Arroyo Pipeline Shutdown
- Principle:Sgl project Sglang Structured Output Validation
- Principle:Alibaba ROLL Megatron LoRA Adaptation
- Principle:FMInference FlexLLMGen Distributed Job Runner
Implementations
- Implementation:Turboderp org Exllamav2 PromptFormat Interface
- Implementation:Arize ai Phoenix Anthropic Messages Helper
- Implementation:Ggml org Ggml Zendnn backend api
- Implementation:Zai org CogVideo MoVQ 2D Modules
- Implementation:NVIDIA NeMo Curator Processing Stage Decorator
- Implementation:Farama Foundation Gymnasium JaxToTorch
- Implementation:Webdriverio Webdriverio Shim
- Implementation:Mlflow Mlflow Log Assessment
- Implementation:Apache Beam PortablePipelineJarCreator
- Implementation:Microsoft Agent framework Content Function Approval Request Pattern
Heuristics
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
Environments
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Kserve Kserve SRIOV RDMA Network