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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:Volcengine Verl Supervised Fine Tuning
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Openai Evals Building a custom eval
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
Principles
- Principle:Confident ai Deepeval Component Instrumentation
- Principle:Google deepmind Dm control MJCF Physics Compilation
- Principle:Zai org CogVideo I2V Pipeline Loading
- Principle:Microsoft Agent framework Agent Executor Wrapping
- Principle:Infiniflow Ragflow Server Startup
- Principle:Vllm project Vllm LLM Engine Initialization
- Principle:Duckdb Duckdb PostgreSQL SQL Parsing
- Principle:TobikoData Sqlmesh Environment Creation
- Principle:Facebookresearch Habitat lab Evaluation Execution
- Principle:Fastai Fastbook Tabular Preprocessing
Implementations
- Implementation:Haosulab ManiSkill RoboCasaKitchen
- Implementation:Speechbrain Speechbrain Prepare CommonVoice Transducer
- Implementation:Iterative Dvc Repo Get
- Implementation:Tensorflow Serving log collector h
- Implementation:FlowiseAI Flowise GetAllNodes
- Implementation:Speechbrain Speechbrain Train GigaSpeech Transducer
- Implementation:Onnx Onnx Compose IO Map
- Implementation:Huggingface Datasets DatasetDict Push To Hub
- Implementation:NVIDIA TransformerEngine PyTorch Permutation
- Implementation:Speechbrain Speechbrain Prepare Switchboard Tokenizer
Heuristics
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:HKUDS AI Trader Market Type Auto Detection
Environments
- Environment:Wandb Weave Python SDK Runtime
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Sgl project Sglang Multimodal
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Microsoft Playwright Browser Binaries Environment