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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:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Openai Openai python Audio Processing
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
Principles
- Principle:Webdriverio Webdriverio BrowserStack Extension Management
- Principle:Tencent Ncnn Python Bindings Build
- Principle:Pytorch Serve vLLM Model Configuration
- Principle:OpenGVLab InternVL Distributed Worker Management
- Principle:Tencent Ncnn Audio Preprocessing
- Principle:Lance format Lance Schema Evolution
- Principle:AUTOMATIC1111 Stable diffusion webui Face restoration
- Principle:OpenRLHF OpenRLHF Reward Model Training Loop
- Principle:Huggingface Transformers Model Saving
- Principle:Fastai Fastbook Entity Embeddings
Implementations
- Implementation:Elevenlabs Elevenlabs python BuiltInToolsInput
- Implementation:Openai Openai python Response Image Gen Call Completed
- Implementation:Haosulab ManiSkill HumanoidStand
- Implementation:SeleniumHQ Selenium SeleniumManager GetBinaryPaths
- Implementation:LMCache LMCache Multiprocess Protocol
- Implementation:Ollama Ollama Imagegen Flux2
- Implementation:Google deepmind Mujoco mj printModel
- Implementation:Infiniflow Ragflow NextSearchesHooks
- Implementation:Huggingface Datasets JaxFormatter
- Implementation:Google deepmind Mujoco Filament Render Context Header
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
Environments
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Sgl project Sglang ROCm
- Environment:Vllm project Vllm Python
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Sgl project Sglang CUDA
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Huggingface Trl Python Core Dependencies