Main Page
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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:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Online ml River Time Series Forecasting
- Workflow:Huggingface Trl GRPO Training
Principles
- Principle:Haosulab ManiSkill PPO Agent Architecture
- Principle:Marker Inc Korea AutoRAG Corpus Sampling
- Principle:Ollama Ollama Registry Authentication
- Principle:Promptfoo Promptfoo Evaluation Execution
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Obss Sahi Result Visualization
- Principle:Wandb Weave Patch Reversal
- Principle:Treeverse LakeFS Action Hook Definition
- Principle:Eric mitchell Direct preference optimization DPO Loss
- Principle:Neuml Txtai Interactive Console
Implementations
- Implementation:Ggml org Ggml Sam image preprocess
- Implementation:Liu00222 Open Prompt Injection create app
- Implementation:Openai Openai node Transcriptions Resource
- Implementation:Google deepmind Mujoco User Util
- Implementation:NVIDIA NeMo Curator Dedup IO Utils
- Implementation:CARLA simulator Carla Road Map Interface
- Implementation:Interpretml Interpret InteractionCore
- Implementation:Ggml org Llama cpp Mtmd Init From File
- Implementation:Avhz RustQuant Quote
- Implementation:OpenRLHF OpenRLHF DeepspeedStrategy save model
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Pytorch Serve LLM Timeout Configuration
Environments
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:CarperAI Trlx Python Accelerate
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Vllm project Vllm Environment Variables
- Environment:Sail sg LongSpec Training Environment