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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 Transformers 3D Parallel Distributed Training
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Openai Openai node Chat Completion
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Groq Groq python Audio Transcription
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
Principles
- Principle:CrewAIInc CrewAI Baseline Crew Configuration
- Principle:Webdriverio Webdriverio Source Analysis
- Principle:CARLA simulator Carla Sensor Blueprint Configuration
- Principle:Apache Spark Streaming Lifecycle Management
- Principle:Explodinggradients Ragas Legacy Evaluation Pipeline
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Pair Alignment
- Principle:Heibaiying BigData Notes Kafka Rebalancing and Shutdown
- Principle:Alibaba MNN LLM Engine Compilation
- Principle:Apache Kafka Connect Standalone Invocation
- Principle:Spotify Luigi Cloud Data Targets
Implementations
- Implementation:Nightwatchjs Nightwatch ScopedElement Query API
- Implementation:Alibaba MNN MNNConvert Info
- Implementation:Langfuse Langfuse Batch Export Stream Transformations
- Implementation:Hpcaitech ColossalAI Ray Performance Evaluator
- Implementation:Facebookresearch Habitat lab Env integration testing
- Implementation:Ollama Ollama Imagegen Qwen3 TextEncoder
- Implementation:CARLA simulator Carla OpendriveGenerationParameters
- Implementation:Fastai Fastbook Cnn Learner
- Implementation:Heibaiying BigData Notes KafkaProducer Constructor
- Implementation:Kubeflow Pipelines XGBoost Train On CSV Op
Heuristics
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Neuml Txtai Memory Streaming Optimization
Environments
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Alibaba MNN HuggingFace Ecosystem Environment