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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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| 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:OpenHands OpenHands SaaS Server Assembly
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Iterative Dvc Data Tracking
- Workflow:Neuml Txtai Semantic Search
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Pola rs Polars Time Series Analysis
Principles
- Principle:Sdv dev SDV PAR Synthesis
- Principle:Sail sg LongSpec Token Acceptance
- Principle:Openai Whisper Language Detection
- Principle:Mlfoundations Open flamingo Classification Evaluation
- Principle:Marker Inc Korea AutoRAG Quality Filtering
- Principle:NVIDIA NeMo Aligner CAI Dataset Generation
- Principle:OpenGVLab InternVL DDP Gradient Compression
- Principle:Microsoft Autogen Agent Specialization
- Principle:Confident ai Deepeval Synthetic Data Synthesis
- Principle:PrefectHQ Prefect Frontend Application Configuration
Implementations
- Implementation:Mlc ai Mlc llm Prepare libs
- Implementation:Huggingface Peft Bi Encoder Cosine Loss
- Implementation:Deepspeedai DeepSpeed Evoformer Epilogue Pipelined
- Implementation:Heibaiying BigData Notes KafkaConsumer Offset Commit
- Implementation:Interpretml Interpret MathHpp
- Implementation:AUTOMATIC1111 Stable diffusion webui UniPC Solver
- Implementation:Datajuicer Data juicer VideoMotionScoreFilter
- Implementation:Microsoft DeepSpeedExamples BERT Checkpoint Conversion
- Implementation:Pytorch Serve IpexLLMHandler
- Implementation:Lucidrains X transformers NonAutoregressiveWrapper Forward
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
Environments
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Sgl project Sglang CPU Runtime
- Environment:Openai Openai python Voice Helpers