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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:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Datahub project Datahub Python Metadata Emission
Principles
- Principle:HKUDS AI Trader Agent Configuration
- Principle:Ggml org Llama cpp Performance
- Principle:Huggingface Datasets Dataset Object Construction
- Principle:NVIDIA NeMo Aligner RLHF Prompt Data Preparation
- Principle:Princeton nlp Tree of thought llm Task Instantiation
- Principle:AnswerDotAI RAGatouille Semantic Search
- Principle:Microsoft Autogen Studio Launch
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Management
- Principle:Avhz RustQuant Business Calendar
- Principle:Langgenius Dify App Type Selection
Implementations
- Implementation:Alibaba ROLL VllmStrategy Generate
- Implementation:Openai Openai python Fine Tuning Job Succeeded Webhook
- Implementation:Microsoft DeepSpeedExamples Pipeline Parallelism Training
- Implementation:Google deepmind Dm control OSMesa Context
- Implementation:TobikoData Sqlmesh Scheduler Merged Missing Intervals
- Implementation:Hiyouga LLaMA Factory Model Args
- Implementation:Tensorflow Serving Evhttp Request Test
- Implementation:Recommenders team Recommenders Notebook Utils
- Implementation:Huggingface Optimum TextClassificationProcessing
- Implementation:Interpretml Interpret Powerlift Schema
Heuristics
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
Environments
- Environment:Vllm project Vllm Environment Variables
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Kserve Kserve Cert Manager
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Langchain ai Langchain LangSmith Tracing Config