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Workflows
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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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|---|---|---|
| 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:FlagOpen FlagEmbedding Reranker Inference
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
Principles
- Principle:Openai Openai agents python Stream Event Consumption
- Principle:Haosulab ManiSkill Task Environment Definition
- Principle:Webdriverio Webdriverio CapabilityIntrospection
- Principle:Ray project Ray Runtime Shutdown
- Principle:Apache Hudi Write Operation Configuration
- Principle:Bentoml BentoML Build Configuration
- Principle:Pyro ppl Pyro Capture Recapture
- Principle:Facebookresearch Audiocraft Audio Generation Evaluation
- Principle:Kornia Kornia Dense Feature Matching
- Principle:Langfuse Langfuse Data Streaming from ClickHouse
Implementations
- Implementation:Sgl project Sglang PR Test Workflow
- Implementation:Openai Openai agents python RunState Approve Reject
- Implementation:Axolotl ai cloud Axolotl HFRLTrainerBuilder Build
- Implementation:Microsoft Playwright HappyEyeballs
- Implementation:Rapidsai Cuml GLM Preprocess MG
- Implementation:Google deepmind Dm control Composer Environment For Locomotion
- Implementation:FlowiseAI Flowise ChatFeedback
- Implementation:Kornia Kornia Ycbcr Conversion
- Implementation:Turboderp org Exllamav2 FPx Quantization
- Implementation:Speechbrain Speechbrain Prepare UrbanSound8k
Heuristics
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Interpretml Interpret Memory Budget Heuristic
Environments
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Sgl project Sglang CPU Runtime
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Apache Flink Node Build Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Openai Openai node OpenAI API Credentials