Data Science & Machine Learning

Skills Gained

1 Week

• Introduction to basic terminology and proper practices of Data Science
• Foundations of the Data Science project lifecycle
• Hands-on introduction to Python libraries for Data Science
• Completion of hands-on project in Data Science & Machine Learning

Deep Learning & Computer Vision

Skills Gained

1 Week

• Introduction to Artificial Neural Networks (ANN): How to build, train, and evaluate ANNs
• Hands-on introduction to the Keras & Tensorflow libraries in Python
• Introduction to Deep Learning and the Deep Learning Roadmap
• Completion of hands-on project in Deep Learning
• Foundations of Computer Vision and Image Processing
• Practical introduction into applications of Computer Vision with OpenCV
• Foundations of Deep Learning for Computer Vision: How to build, train, and evaluate Convolutional Neural Networks
• Completion of hands-on project in Computer Vision

Natural Language Processing & Time-Series Analysis

Skills Gained

1 Week

• Foundations of Natural Language Processing
• Practical introduction into applications of Natural Language Processing
• Foundations of Deep Learning for Natural Language Processing: How to build, train, and evaluate Recurrent Neural Networks for text sequences
• Completion of hands-on project in Natural Language Processing
• Foundations of Time-series Analysis
• Practical introduction into applications of Time-series Analysis
• Foundations of Deep Learning for Time-series: How to build, train, and evaluate Recurrent Neural Networks for numerical sequences
• Completion of hands-on project in Time-series Analysis

Project Presentation

Learn By Doing!

Your course work will be evaluated in a final project presentation. Certificates will only be issued upon the successful submission of the presentation.

Previous project examples include:

• Insurance medical cost prediction
• Sentiment Analysis on social media posts
• Insurance medical cost prediction
• Detecting and classifying vehicles in images
• Sentiment Analysis on social media posts
• Householder power prediction