Speech recognition. The biggest challenge algorithms that can learn with small amount of data instead of huge amounts of data. Something in the human better in abstraction.
Speech recognition will be a commodity, no difference between Siri, Cortana, Alexa, Google Home, etc.
The following is a flow that show the sequence and tools used to extract information from a public PDF file with hand written information to text. Two critical steps are OCR ( Optical character recognition ) text extraction using Azure Computer Vision API service and KUTools which is an Excel add-in that allow to visualize images from the cloud in an row excel style to validate the accuracy of the OCR.
The process took few hours after running multiple processes to get different ranges of data.
The process successfully detect the correct information in more than 99% of the cases.
Automated Machine Learning (AutoML) in Power BI presentation by Hector Villafuerte at the SQL Saturday – February South Florida 2020 and South Florida Code Camp in Davie.
AutoML was proposed as an artificial intelligence-based solution to the ever-growing challenge of applying machine learning. Business analysts can build Machine Learning models to solve business problems that once required data scientists. In this session, Hector will explain the principles of Machine Learning and AutoML (Automated machine learning) and he will demo AutoML PowerBI features end-to-end and show How to interpret and extract the optimum results based on specific business problems.
Artificial Intelligence (AI) for Business Intelligence presentation by Hector Villafuerte at the Power BI Fest – South Florida 2019.
Cognitive Services provides intelligent algorithms to see, hear, speak, understand and interpret user needs. Azure Machine Learning performs highly specialized tasks such as feature selection, algorithm selection or hyper-parameter optimization. Now with Auto ML in Power BI, business analysts can build ML models to solve business problems that once required high skilled data scientists. Hector will show and demo some original use cases with Cognitive Services, Azure Machine Learning and other new AI features recently available in PowerBI.
Event Date: November 16, 2019 8:00 am – 6:00 pm
Address: Nova Southeastern University Main Campus – Davie 3301 College Avenue Davie, FL 33314