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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:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
Principles
- Principle:Google deepmind Dm control Reward Shaping
- Principle:HKUDS AI Trader Web Search Integration
- Principle:AUTOMATIC1111 Stable diffusion webui Options Architecture
- Principle:EvolvingLMMs Lab Lmms eval TUI Command Interface
- Principle:Groq Groq python Batch Input Preparation
- Principle:Openai Whisper Cross Attention Alignment
- Principle:Online ml River Rust Performance Acceleration
- Principle:Ggml org Ggml Tensor Creation
- Principle:LaurentMazare Tch rs Tensor Shape Abstraction
- Principle:Avhz RustQuant Instrument Abstraction
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui LearnRateScheduler for hypernetwork
- Implementation:Online ml River Anomaly SAD
- Implementation:Apache Flink SplitReader
- Implementation:Tensorflow Serving Build Signature Def
- Implementation:Intel Ipex llm Prompter And Get Train Val Data
- Implementation:CARLA simulator Carla Controller
- Implementation:EvolvingLMMs Lab Lmms eval Consolidate Results
- Implementation:FlagOpen FlagEmbedding LLM Embedder ICL Utils
- Implementation:Google deepmind Mujoco Platform ImGui Widgets
- Implementation:Princeton nlp Tree of thought llm Get Task Factory
Heuristics
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
Environments
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Groq Groq python Python Groq SDK
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Dagster io Dagster PostgreSQL Storage