This dataset contains information about various machine learning solutions, including their names, descriptions, costs, categories, providers, and links to their official websites. Each row represents a different solution, highlighting its key features and availability.
| Solution Name | Description | Cost | Category | Provider | Link |
|---|---|---|---|---|---|
| TensorFlow | Open-source machine learning library | Free | Framework | https://www.tensorflow.org | |
| Scikit-Learn | Python library for data mining and machine learning | Free | Framework | Community | https://scikit-learn.org |
| PyTorch | Deep learning framework for Python | Free | Framework | https://pytorch.org | |
| Keras | High-level neural networks API | Free | Framework | Community | https://keras.io |
| FastAI | Practical deep learning for coders | Free | Framework | Community | https://www.fast.ai |
| Microsoft Azure ML | Cloud-based environment for ML development | Pay as you go | Cloud Service | Microsoft | https://azure.microsoft.com/en-us/services/machine-learning/ |
| Google Cloud AutoML | Automated machine learning solutions | Pay as you go | Cloud Service | https://cloud.google.com/automl | |
| Amazon SageMaker | Fully managed platform for building ML models | Pay as you go | Cloud Service | Amazon | https://aws.amazon.com/sagemaker/ |
| H2O.ai | Open-source AI platform | Free and Paid versions | Framework | H2O.ai | https://www.h2o.ai |
| RapidMiner | Data science platform providing a free tier | Free and Paid versions | Platform | RapidMiner | https://rapidminer.com |
| Alteryx | Data analytics platform with machine learning capabilities | Subscription-based | Platform | Alteryx | https://www.alteryx.com |
| KNIME | Open-source data analytics, reporting, and integration platform | Free | Platform | KNIME | https://www.knime.com |
| IBM Watson Studio | Collaborative environment for data scientists | Free tier and Paid options | Cloud Service | IBM | https://www.ibm.com/cloud/watson-studio |
| DataRobot | Automated machine learning platform | Free trial and Paid options | Cloud Service | DataRobot | https://www.datarobot.com |
| Orange | Open-source data visualization and analysis tool | Free | Framework | Orange | https://orange.biolab.si |
| Tableau | Visual analytics platform with ML capabilities | Subscription-based | Analytics | Tableau | https://www.tableau.com |
| Microsoft Power BI | Business analytics service with ML integration | Free tier and Paid options | Analytics | Microsoft | https://powerbi.microsoft.com |
| LightGBM | Gradient boosting framework based on decision trees | Free | Framework | Microsoft | https://lightgbm.readthedocs.io |
| XGBoost | Scalable machine learning system for tree boosting | Free | Framework | Community | https://xgboost.readthedocs.io |
| OpenCV | Open-source computer vision and machine learning software library | Free | Framework | Community | https://opencv.org |
| ML.NET | Machine learning framework for .NET developers | Free | Framework | Microsoft | https://dotnet.microsoft.com/apps/machinelearning-ai/ml-dotnet |
| Pandas | Python library for data manipulation | Free | Library | Community | https://pandas.pydata.org |
| NumPy | Library for the Python programming language, adding support for large, multi-dimensional arrays | Free | Library | Community | https://numpy.org |
| Matplotlib | Plotting library for the Python programming language | Free | Library | Community | https://matplotlib.org |
| Seaborn | Statistical data visualization library based on Matplotlib | Free | Library | Community | https://seaborn.pydata.org |
| Statsmodels | Statistical modeling library for Python | Free | Library | Community | https://www.statsmodels.org |
| SAS Viya | Cloud-enabled analytics and AI solution | Subscription-based | Platform | SAS | https://www.sas.com/en_us/software/viya.html |
| Apache Spark MLlib | Machine learning library for Apache Spark | Free | Framework | Apache | https://spark.apache.org/mllib/ |
| CatBoost | Gradient boosting library that handles categorical features | Free | Library | Yandex | https://catboost.ai |
| Bayesian Optimization | Library for Bayesian optimization in Python | Free | Library | Community | https://github.com/fmfn/BayesianOptimization |
| TPOT | Automated machine learning tool that optimizes machine learning pipelines | Free | Library | Community | http://epistasislab.github.io/tpot/ |
| Streamlit | Open-source app framework for Machine Learning and Data Science projects | Free | Framework | Streamlit | https://streamlit.io |
| Dash | Framework for building analytical web applications | Free | Framework | Plotly | https://dash.plotly.com |
| Shiny | Web application framework for R | Free | Framework | RStudio | https://shiny.rstudio.com |
| npm (Node.js packages) | JavaScript package manager, includes ML libraries | Free | Framework | Open Source | https://www.npmjs.com |
| OpenAI Gym | Toolkit for developing and comparing reinforcement learning algorithms | Free | Framework | OpenAI | https://gym.openai.com |
| MLflow | Open-source platform for managing the ML lifecycle | Free | Framework | Databricks | https://mlflow.org |
| Chainer | Flexible framework for neural networks | Free | Framework | Preferred Networks | https://chainer.org |
| Apache Flink | Stream processing framework for large-data processing | Free | Framework | Apache | https://flink.apache.org |
| Dataiku | Collaborative data science platform | Free trial and Paid options | Platform | Dataiku | https://www.dataiku.com |
| H2O Driverless AI | Automated machine learning offered as a cloud service | Free trial and Subscription-based | Cloud Service | H2O.ai | https://www.h2o.ai/products/h2o-driverless-ai/ |
| Neural Network Console | GUI-based tool to develop neural networks | Free | Software | Sony | https://dl.sony.com/nnconsole/ |
| Quick, Draw! Dataset | Machine learning dataset based on doodles | Free | Dataset | https://quickdraw.withgoogle.com/data | |
| MNIST Database | Handwritten digits dataset | Free | Dataset | Yann LeCun | http://yann.lecun.com/exdb/mnist/ |
| CIFAR-10 dataset | Dataset of images in 10 classes | Free | Dataset | Alex Krizhevsky | https://www.cs.toronto.edu/~kriz/cifar.html |
| UCI Machine Learning Repository | Archive of machine learning datasets | Free | Dataset | UCI | https://archive.ics.uci.edu/ml/index.php |
| Google Dataset Search | Search engine for datasets | Free | Search Engine | https://datasetsearch.research.google.com/ | |
| Open Data Portal | A platform with publicly available datasets | Free | Dataset | Various | https://data.gov |
| Kaggle Datasets | Community-driven platform with datasets | Free | Dataset | Kaggle | https://www.kaggle.com/datasets |
| TensorFlow.js | TensorFlow for JavaScript | Free | Framework | https://www.tensorflow.org/js | |
| DeepL Translator API | Machine translation service using deep learning | Pay as you go | Service | DeepL | https://www.deepl.com/pro#developer |
| Checkly | Monitoring tool for APIs, includes scripting capabilities | Free tier and Paid options | Service | Checkly | https://checklyhq.com |
| Plumber | R package to convert your existing R code into a web API | Free | Library | RStudio | https://cran.r-project.org/web/packages/plumber/index.html |
| Algorithmia | Market place for algorithms | Freemium model | Service | Algorithmia | https://algorithmia.com |
| OpenML | Platform for sharing and organizing machine learning experiments | Free | Platform | OpenML | https://www.openml.org |
| DataRobot MLOps platform | Machine learning operations platform | Free trial and Paid options | Cloud Service | DataRobot | https://www.datarobot.com/solutions/mlops/ |
| StreamPandas | Real-time data processing library based on Pandas | Free | Library | Lightspeed | https://github.com/lightspeed/StreamPandas |
| MLJ.jl | Machine Learning framework for Julia | Free | Framework | Julia Community | https://alan-turing-institute.github.io/MLJ.jl/stable/ |
| Prophet | Forecasting tool from Facebook | Free | Library | https://facebook.github.io/prophet/ | |
| pymc3 | Probabilistic programming framework for Python | Free | Library | Community | https://docs.pymc.io/ |
| FuzzyWuzzy | Python library for string matching using Levenshtein Distance | Free | Library | Community | https://github.com/seatgeek/fuzzywuzzy |
| PyCaret | Low-code machine learning library in Python | Free | Library | PyCaret | https://pycaret.org/ |
| Yellowbrick | Visual analysis and diagnostic tools for machine learning | Free | Library | Community | https://www.scikit-yb.org/en/latest/ |
| AutoML | Automated machine learning solution | Free and Paid options | Service | Various | https://www.automl.org |
| SimpleCV | Open-source framework for building computer vision applications | Free | Framework | Community | http://simplecv.org/ |
| Julio | Machine learning for Julia programming | Free | Library | Julio | https://juliacomputing.com/julia/ |
| Teachable Machine | Web-based tool for training ML models | Free | Service | https://teachablemachine.withgoogle.com/ | |
| PaddlePaddle | Open-source deep learning platform from Baidu | Free | Framework | Baidu | https://www.paddlepaddle.org |
| BERT | Transformer-based model for natural language processing | Free | Model | https://github.com/google-research/bert | |
| spaCy | Python library for advanced NLP | Free | Library | Explosion AI | https://spacy.io |
| NLTK | Natural Language Toolkit for Python | Free | Library | NLTK Community | https://www.nltk.org |
| Transformers | State-of-the-art Natural Language Processing APIs | Free | Library | Hugging Face | https://huggingface.co/transformers/ |
| EagerPy | Eager execution framework for new ML libraries | Free | Framework | Community | https://eagerpy.readthedocs.io/ |
| Polyaxon | Machine learning platform for building and managing experiments | Free tier and Paid options | Platform | Polyaxon | https://polyaxon.com/ |
| ClearML | Open-source MLOps platform | Free | Platform | ClearML | https://clear.ml/ |
| Streamlit Component Library | Set of custom components for Streamlit | Free | Tool | Streamlit | https://docs.streamlit.io/library/components |
| Rasa | Open source machine learning framework for text and voice-based conversations | Free | Framework | Rasa | https://rasa.com/ |
| IBM Watson Assistant | AI platform for building conversational interfaces | Free tier and Paid options | Service | IBM | https://www.ibm.com/watson/assistant/ |
| FloydHub | Platform for running deep learning models | Subscription-based | Cloud Service | FloydHub | https://www.floydhub.com/ |
| DVC | Data Version Control for machine learning projects | Free | Tool | Iterative.ai | https://dvc.org/ |
| MLflow Tracking | Logging and tracking ML experiments | Free | Framework | Databricks | https://www.mlflow.org/docs/latest/tracking.html |
| MonkeyLearn | Machine learning text analysis platform | Free tier and Paid options | Service | MonkeyLearn | https://monkeylearn.com/ |
| CrossVal | Library for cross-validation in R | Free | Library | Community | https://cran.r-project.org/web/packages/caret/caret.pdf |
| Optuna | Hyperparameter optimization framework | Free | Library | Optuna | https://optuna.org/ |
| Hyperopt | Distributed asynchronous hyperparameter optimization | Free | Library | Hyperopt | http://hyperopt.github.io/hyperopt/ |
| Grid Search CV | Tool for tuning hyperparameters | Free | Library | Scikit-Learn | https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html |
| Bookworm | Framework for Causal Inference in R | Free | Library | Community | https://cran.r-project.org/web/packages/bookworm/index.html |
| CatBoost for Python | Python API for CatBoost | Free | Library | Yandex | https://catboost.ai/en/docs/concepts/python-quickstart |
| Facebook Prophet API | Forecasting using Prophet model | Free | Library | https://facebook.github.io/prophet/docs/quick_start.html | |
| Google Colab | Free Jupyter notebook environment | Free | Cloud Service | https://colab.research.google.com/ | |
| RStudio | Integrated development environment for R | Free and Paid options | IDE | RStudio | https://www.rstudio.com/ |
| Knitr | Dynamic report generation for R | Free | Package | Yihui Xie | https://yihui.name/knitr/ |
| Shogun | Open-source machine learning library designed for big data | Free | Framework | Shogun | https://shogun.ml/ |
| WAIC | Wide and Adversarial Inference for Nested Functions | Free | Library | Community | https://github.com/pymc-devs/pymc3/issues/3472 |
| Fathom | Machine Learning infrastructure for qualitative analysis | Free | Framework | Fathom | https://fathom.com/ |
| Jupyter Notebook | Open-source web application to create documents with live code | Free | Tool | Jupyter | https://jupyter.org/ |
| Streamlit Gallery | Showcases built Streamlit apps | Free | Gallery | Streamlit | https://streamlit.io/gallery |
| Anaconda | Open-source distribution of Python and R for scientific computing | Free for Individual Use | Distro | Anaconda | https://www.anaconda.com/products/distribution |
| Freta | Python library for developing interpretable machine learning models | Free | Library | Community | https://github.com/jeremyschulman/freta |
| Hyperopt-sklearn | Python library for automated hyperparameter search | Free | Library | Community | https://github.com/hyperopt/hyperopt-sklearn |
| Jim | Statistical computing in Julia | Free | Library | Community | https://github.com/JuliaStats/Jim.jl |
| Stan | Platform for statistical modeling and high-performance statistical computation | Free | Framework | Stan Development Team | https://mc-stan.org/ |
| gensim | Python library for topic modeling and document similarity analysis | Free | Library | Radim Řehůřek | https://radimrehurek.com/gensim/ |
| Yellowbrick Regression | Visualization suite for regression analysis | Free | Library | Community | https://www.scikit-yb.org/en/latest/index.html |