In any machine learning project, we should start by proving that classical programs using SQL queries will not suffice. Then, a baseline or prototype using a sample should prove that the model will work.
Using a cloud platform such as AWS SageMaker with S3 will save corporate investment resources in order to focus on the training job. This proves once again that the future of artificial intelligence experts relies upon their ability to imagine solutions and not to get lost in programming.
No matter what happens, the basic steps will always remain the same, which include proving that artificial intelligence is necessary, building a prototype model, dataset management, and hyperparameter and job optimization.
Amazon, Google, IBM, Microsoft, and others will be offering more platforms, frameworks, and resources for machine learning. These platforms will constantly evolve and...
