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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:Tensorflow Serving Kubernetes Deployment
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Google deepmind Mujoco Model compilation and conversion
Principles
- Principle:OWASP Www project top 10 for large language model applications Assessment Report Generation
- Principle:Mistralai Client python OCR Document Processing
- Principle:Zai org CogVideo Temporal Autoencoding
- Principle:Nautechsystems Nautilus trader Portfolio Analysis
- Principle:Wandb Weave Version Bump Dev
- Principle:Sdv dev SDV Sequential Model Fitting
- Principle:Fastai Fastbook Language Model Data
- Principle:Sail sg LongSpec Multi Stage Training
- Principle:MarketSquare Robotframework browser Browser Binary Installation
- Principle:OWASP Www project top 10 for large language model applications Markdown To PDF Conversion
Implementations
- Implementation:NVIDIA DALI Legacy TF Op
- Implementation:Microsoft Onnxruntime CPU GatherNDGrad
- Implementation:Open compass VLMEvalKit WeThinkVL
- Implementation:OpenHands OpenHands Config Template
- Implementation:Webdriverio Webdriverio Shim
- Implementation:Zai org CogVideo Load Lora Weights Fuse
- Implementation:AUTOMATIC1111 Stable diffusion webui Load networks
- Implementation:LMCache LMCache HTTP Server
- Implementation:Open compass VLMEvalKit MMHelix Graph Problems Eval
- Implementation:Intel Ipex llm Chatml Format
Heuristics
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
Environments
- Environment:Apache Druid Druid Cluster Api
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Treeverse LakeFS Web UI Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Openai Evals Optional Provider APIs
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Vllm project Vllm CUDA Runtime