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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:Neuml Txtai RAG Pipeline
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:PrefectHQ Prefect API Sourced ETL
Principles
- Principle:Vespa engine Vespa Unicode Normalization
- Principle:Snorkel team Snorkel Task Operation Definition
- Principle:Anthropics Anthropic sdk python Output Schema Definition
- Principle:Microsoft LoRA GPT2 LoRA Model Configuration
- Principle:Huggingface Datatrove Duplicate Removal
- Principle:NVIDIA NeMo Curator Bucket to Edge Conversion
- Principle:Online ml River Half Space Trees Anomaly Detection
- Principle:DistrictDataLabs Yellowbrick Type Introspection
- Principle:Avhz RustQuant Machine Learning
- Principle:Deepspeedai DeepSpeed Op Builder System
Implementations
- Implementation:Evidentlyai Evidently SDK Models
- Implementation:Predibase Lorax LLaVA NeXT Model
- Implementation:Obss Sahi Slice Image
- Implementation:Onnx Onnx Convert Model To External Data
- Implementation:Zai org CogVideo DDIM Attention Injection Reconstruction
- Implementation:Lance format Lance DataBlock
- Implementation:Ray project Ray NodeInfo
- Implementation:Farama Foundation Gymnasium OneOf Space
- Implementation:Vllm project Vllm CPU Types VSX
- Implementation:Iterative Dvc Experiments Run
Heuristics
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Getgauge Taiko Network Interception Gotchas
Environments
- Environment:DevExpress Testcafe Node Runtime
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Vllm project Vllm AMD ROCm
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Kubeflow Pipelines Kubernetes Cluster