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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:Interpretml Interpret Blackbox Model Explanation
- Workflow:Microsoft Playwright API testing
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Apache Paimon Table Read Write
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Apache Paimon Blob Storage With Descriptors
Principles
- Principle:CarperAI Trlx Evaluation Metrics Design
- Principle:Alibaba ROLL Segment Masked Policy Optimization
- Principle:Ucbepic Docetl Peripheral Context Gathering
- Principle:Nautechsystems Nautilus trader Supply Chain Auditing
- Principle:Deepset ai Haystack LLM Text Generation
- Principle:Microsoft Autogen Team Deployment
- Principle:Junyanz Pytorch CycleGAN and pix2pix HTML Result Gallery
- Principle:Apache Flink Request Buffering
- Principle:Apache Spark K8s Application Submission
- Principle:Axolotl ai cloud Axolotl Reference Model Setup
Implementations
- Implementation:Facebookresearch Audiocraft JASCO generate audio
- Implementation:Langchain ai Langgraph Error Classes
- Implementation:Elevenlabs Elevenlabs python UnitTestToolCallEvaluationModelInput
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Save Checkpoint
- Implementation:Hiyouga LLaMA Factory V1 Inference Engine
- Implementation:Volcengine Verl ToolAgentLoop Run
- Implementation:BerriAI Litellm Prisma Migration
- Implementation:Spcl Graph of thoughts Controller Output Graph
- Implementation:BerriAI Litellm Batch Utils
- Implementation:Deepset ai Haystack SentenceTransformersTextEmbedder
Heuristics
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
Environments
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Pytorch Serve vLLM Engine Environment