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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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|---|---|---|
| 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:BerriAI Litellm Observability Integration
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Openai Openai python Image Generation
- Workflow:Onnx Onnx Model Composition
- Workflow:Tensorflow Serving Model Version Management
Principles
- Principle:Tencent Ncnn Vulkan GPU Detection
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:Sktime Pytorch forecasting Object Registry
- Principle:Apache Spark PR Merge Workflow
- Principle:Wandb Weave Distribution Build
- Principle:Avhz RustQuant Descriptive Statistics
- Principle:Alibaba ROLL Rollout Scheduling
- Principle:Huggingface Peft P Tuning
- Principle:Kornia Kornia Augmentation Transforms
- Principle:OpenRLHF OpenRLHF PPO Policy Loss
Implementations
- Implementation:NVIDIA NeMo Aligner DPOTrainer Fit
- Implementation:Arize ai Phoenix Datasets Create Dataset
- Implementation:Microsoft Onnxruntime TrainingUtils
- Implementation:Online ml River Bandit Datasets NewsArticles
- Implementation:HKUDS AI Trader Frontend Config YAML
- Implementation:Pyro ppl Pyro AffineBeta
- Implementation:Microsoft Autogen Studio Render Message
- Implementation:Togethercomputer Together python Together Exception Hierarchy
- Implementation:Lance format Lance StreamingWriteSource
- Implementation:NVIDIA TransformerEngine Ops Fuser
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Haosulab ManiSkill Initial Pose Performance
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Ggml org Llama cpp Metal GPU Environment