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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:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Interpretml Interpret Blackbox Model Explanation
Principles
- Principle:Alibaba ROLL Supervised Training Loop
- Principle:Huggingface Datatrove Job Tracking Dashboard
- Principle:Pola rs Polars Time Based Sorting
- Principle:Cohere ai Cohere python Training Monitoring
- Principle:Google deepmind Mujoco Debug Output
- Principle:Togethercomputer Together python Speech To Text
- Principle:Open compass VLMEvalKit Model Validation
- Principle:Diagram of thought Diagram of thought DAG Reconstruction
- Principle:Obss Sahi COCO FiftyOne Visualization
- Principle:Deepset ai Haystack Embedding Based Retrieval
Implementations
- Implementation:Vllm project Vllm CPU Layernorm
- Implementation:ArroyoSystems Arroyo Kafka Sink
- Implementation:Microsoft Playwright CrPage
- Implementation:BerriAI Litellm S3 Cache
- Implementation:Run llama Llama index Adapter Training Utils
- Implementation:Trailofbits Fickling Create Malicious Dataset
- Implementation:Pyro ppl Pyro Pyro Markov
- Implementation:Puppeteer Puppeteer Target
- Implementation:Infiniflow Ragflow CommonHooks
- Implementation:Openai Openai python Response Output Text Param
Heuristics
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
Environments
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Neuml Txtai API Server Configuration
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Vllm project Vllm Distributed
- Environment:Openai Whisper PyTorch CUDA
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:TobikoData Sqlmesh Web UI Stack