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1,118
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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Browse by Category
| 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:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Fastai Fastbook Image Classification
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
Principles
- Principle:Huggingface Datasets AudioFolder Dataset Building
- Principle:Apache Kafka Artifact Signing
- Principle:EvolvingLMMs Lab Lmms eval Dataset Preparation
- Principle:Ollama Ollama CLIArchitecture
- Principle:Langgenius Dify UserSettings
- Principle:Hiyouga LLaMA Factory Distributed Training
- Principle:Neuml Txtai Graph Network
- Principle:Speechbrain Speechbrain Brain Subclass Initialization
- Principle:VainF Torch Pruning Hessian Importance
- Principle:Googleapis Python genai History Management
Implementations
- Implementation:Onnx Onnx Doc Strings Generator
- Implementation:Speechbrain Speechbrain Prepare GigaSpeech Root
- Implementation:Allenai Open instruct WorkerWrap
- Implementation:Ray project Ray MetricConfig
- Implementation:Openai Openai python Response Image Gen Call Generating
- Implementation:FlowiseAI Flowise ToolsView
- Implementation:Microsoft Playwright APIRequestContext Fetch
- Implementation:ContextualAI HALOs BasicTrainer Save
- Implementation:LMCache LMCache Config Base
- Implementation:Haifengl Smile StructType
Heuristics
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Pola rs Polars Lazy Over Eager Preference
Environments
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Vllm project Vllm Distributed
- Environment:Iterative Dvc Python Runtime
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:BerriAI Litellm Docker Deployment