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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:Explodinggradients Ragas LLM Benchmarking
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Onnx Onnx Model Creation
- Workflow:Groq Groq python Batch Processing
- Workflow:Openai Whisper Audio Transcription
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
Principles
- Principle:Huggingface Peft Adapter Persistence
- Principle:Ggml org Llama cpp Distributed Inference
- Principle:Tencent Ncnn TorchScript Export
- Principle:Scikit learn Scikit learn Nearest Neighbors
- Principle:Deepset ai Haystack Document Language Classification
- Principle:DevExpress Testcafe Native Automation Request Interception
- Principle:Apache Spark Standalone Job Submission
- Principle:Huggingface Datatrove FastText Classification Filtering
- Principle:Duckdb Duckdb LZ4 Block Compression
- Principle:Confident ai Deepeval Retriever Span Enrichment
Implementations
- Implementation:Run llama Llama index SimplePropertyGraphStore
- Implementation:Lance format Lance LegacyLogicalBinaryEncoding
- Implementation:Speechbrain Speechbrain Load Hyperpyyaml
- Implementation:Sgl project Sglang Marlin MoE WNA16 Template
- Implementation:Pyro ppl Pyro DoMessenger
- Implementation:Predibase Lorax Punica Ops Bindings
- Implementation:Trailofbits Fickling StackedPickle Load
- Implementation:Apache Paimon TableRead To Pandas Verification
- Implementation:Ollama Ollama Llama Graph
- Implementation:Onnx Onnx ReferenceEvaluator Run
Heuristics
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Apache Beam Executor Shutdown Ordering
Environments
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:Vllm project Vllm Distributed
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Apache Paimon Python Core Runtime
- Environment:Snorkel team Snorkel PyTorch
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Sgl project Sglang Grafana
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment