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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:Mlc ai Web llm Function Calling
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Bentoml BentoML BentoCloud Deployment
Principles
- Principle:Danijar Dreamerv3 Agent Initialization
- Principle:Vllm project Vllm Multi LoRA Request Routing
- Principle:FlagOpen FlagEmbedding LLM Representation Learning
- Principle:Huggingface Alignment handbook LoRA Adapter Configuration
- Principle:Kubeflow Kubeflow Component Deployment
- Principle:FlowiseAI Flowise Workspace Navigation
- Principle:Langgenius Dify Model and Prompt Configuration
- Principle:Ggml org Llama cpp Conversion Verification
- Principle:AUTOMATIC1111 Stable diffusion webui Application Lifecycle
- Principle:Bentoml BentoML API Endpoint Definition
Implementations
- Implementation:TA Lib Ta lib python Build TA Lib C
- Implementation:Tensorflow Tfjs Tensorflowjs Pip Install
- Implementation:Protectai Llm guard Input BanSubstrings
- Implementation:Bentoml BentoML SDK Validators
- Implementation:Haosulab ManiSkill Stompy
- Implementation:Tensorflow Serving Tfrt Multi Inference Test
- Implementation:Lucidrains X transformers FreeTransformer
- Implementation:ArroyoSystems Arroyo Jobs Api
- Implementation:Obss Sahi Pyproject Configuration
- Implementation:TA Lib Ta lib python TA Initialize Shutdown
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
Environments
- Environment:Sgl project Sglang CPU Runtime
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Allenai Open instruct Beaker Cluster