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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:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Mistralai Client python Function Calling
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Rapidsai Cuml Time Series Forecasting
Principles
- Principle:Huggingface Datasets Dataset From Pandas Construction
- Principle:Langfuse Langfuse Batch Export Format Transformation
- Principle:Huggingface Open r1 Training Callbacks
- Principle:Allenai Open instruct Sequence Packing
- Principle:VainF Torch Pruning Dependency Group Pruning
- Principle:Apache Beam Result Commitment
- Principle:DataTalksClub Data engineering zoomcamp Kafka Producer Pattern
- Principle:Lm sys FastChat LoRA Adapter Saving
- Principle:Sktime Pytorch forecasting V2 Model Base
- Principle:Run llama Llama index Vector Index Construction
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Inferencer
- Implementation:LMCache LMCache LMCBlender Blend
- Implementation:Huggingface Trl AutoModelForCausalLM From Pretrained SFT
- Implementation:NVIDIA NeMo Curator Processing Stage Decorator
- Implementation:DataTalksClub Data engineering zoomcamp Java CustomSerdes
- Implementation:BerriAI Litellm Audit Logging Endpoints
- Implementation:Kornia Kornia Blur Pool
- Implementation:Iterative Dvc Utils Strictyaml
- Implementation:Interpretml Interpret GaussianDistribution
- Implementation:NVIDIA NeMo Curator Modify Module
Heuristics
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Openai Whisper KV Cache Optimization
Environments
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Ollama Ollama Go Runtime