Course Link: https://www.coursera.org/learn/ai
Applied AI with DeepLearning
This one-week, accelerated online class gives you a head start on learning about machine learning models and approaches. We will cover topics such as text classification, image captioning, natural language processing, text clustering and sentiment analysis, and more. You will learn the key techniques from the deep learning community for building effective models and get you up to speed on the state-of-art in AI.
You will:
– Understand the model-building process, and how to approach it
– Know how to build effective models
– Know how to use techniques to overcomplicate models
– Know how to run tests and measure results
– Know how to use tools to under-complicate models
– Know how to use tools to under-utilize models
– Know how to utilize GPUs and other AI platforms to build effective models
This is an advanced course, intended for industry customers, engineers, and students. It assumes previous knowledge and understanding of machine learning and AI.Module 1: Text Classification
MODULE 2: Natural Language Processing
MODULE 3: Image Captioning
MODULE 4: Sentiment Analysis
Architecture of Software Systems
In this course, we will learn what is a central idea in the design of software systems and how to apply that design thinking process to solving problems in an organization. We will build on the themes of central problem solving and technology evolution that are emphasized in the School of Architecture curricula. Through a series of culminating projects, we will integrate ideas from both software design and architecture disciplines into a single overall project.
Upon completing this course, you will be able to:
1.design a class-based programming model for a distributed object-oriented software system
2.design a distributed object-oriented file-system system
3.design a distributed object-oriented data-system
4.design a distributed object-oriented workstation
5.design a distributed file-system
6.design a distributed data-system
7.design a distributed workstation
This course is part of the university course in Architecture of Software Systems focusing on the central question – what is the architecture of a software system? We will look at many different aspects of a system including how the hardware and operating system are designed, the architecture of the software systems themselves, the design of the data-processing and storage systems, the design of the communication and routing protocols, and the design of the networked systems that interface the various parts of the system.
This course is also part of the EIT-Digital technology school programme. The course has been taught by several professors from MIPT, and we hope that you will enjoy it as much as we enjoyed creating it.In this course, we first introduce the key questions that we will ask in the question-and-answer part of the course. We will consider several examples from
Course Link: https://www.coursera.org/learn/ai