Main Page
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Total Pages
1,118
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:Zai org CogVideo Video Captioning
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
Principles
- Principle:Googleapis Python genai Job Monitoring
- Principle:ARISE Initiative Robosuite Input Device Abstraction
- Principle:Openclaw Openclaw Credential Acquisition
- Principle:Microsoft Agent framework Function Tool Definition
- Principle:Infiniflow Ragflow Agent Execution
- Principle:Heibaiying BigData Notes Kafka Message Sending
- Principle:Google deepmind Mujoco Resource Cleanup
- Principle:Deepspeedai DeepSpeed Sequence Parallel Computation
- Principle:FlagOpen FlagEmbedding Auto Embedding Model Loading
- Principle:Allenai Open instruct Generation Benchmarking
Implementations
- Implementation:Guardrails ai Guardrails Runner Tracing
- Implementation:Online ml River Neighbors LazySearch
- Implementation:Astronomer Astronomer cosmos Get Airflow Task
- Implementation:Google deepmind Dm control GLFW GUI
- Implementation:Google deepmind Mujoco Glad Header
- Implementation:Avhz RustQuant StochasticProcess generate
- Implementation:Microsoft Onnxruntime CPU AdamW
- Implementation:SeleniumHQ Selenium HasAuthentication
- Implementation:Haosulab ManiSkill ProcTHORMeta
- Implementation:Spotify Luigi CascadingClient
Heuristics
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
Environments
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Vllm project Vllm GitHub
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment