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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:Vllm project Vllm Speculative Decoding
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Neuml Txtai Semantic Search
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Intel Ipex llm LoRA Finetuning
Principles
- Principle:DataTalksClub Data engineering zoomcamp Data Source Configuration
- Principle:Ggml org Llama cpp LoRA Adapter Types
- Principle:Facebookresearch Habitat lab Benchmark Configuration
- Principle:CrewAIInc CrewAI Direct Knowledge Querying
- Principle:ARISE Initiative Robosuite MJCF Model Hierarchy
- Principle:Scikit learn Scikit learn Ranking Metrics
- Principle:Junyanz Pytorch CycleGAN and pix2pix GAN Network Architecture
- Principle:Haosulab ManiSkill Ego Centric Control
- Principle:Iamhankai Forest of Thought LLM Pipeline Loading
- Principle:Spotify Luigi Remote Data Transfer
Implementations
- Implementation:NVIDIA NeMo Curator WARC Iterator
- Implementation:Facebookresearch Audiocraft Resolve checkpoint path
- Implementation:LaurentMazare Tch rs Nn Embedding
- Implementation:LaurentMazare Tch rs Tensor File CLI Tool
- Implementation:Axolotl ai cloud Axolotl RunPod Config Template
- Implementation:Kserve Kserve DP EP Deployment Pattern
- Implementation:DistrictDataLabs Yellowbrick ConfusionMatrix Visualizer
- Implementation:Langgenius Dify SendChatMessage
- Implementation:Google deepmind Dm control Suite Swimmer
- Implementation:Alibaba ROLL LoraParallelLinear
Heuristics
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Openai Evals Thread Tuning
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
Environments
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Bentoml BentoML BentoCloud Credentials