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Data Science & Big Data Overview: Tools, Tech & Modern Roles in the Data Driven Enterprise (TTDS6000)
The Data Science & Big Data Overview | Tools, Tech …
What you'll learn
<b>Foundations: </b>Grids & Virtualization; SOA, ESB / EMB, The Cloud
<b>The Hadoop Ecosystem:</b> HDFS; Resource Navigators, MapReduce, Spark, Distributions
Big Data, NOSQL, and ETL
<b>ETL:</b> Exchange, Transform, Load
Handling Data & a Survey of Useful tools
Enterprise Integration Patterns and Message Busses
Artificial Intelligence and Business Systems
Who’s on the Team? Evolving Roles and Functions in Data Science
Growing your Infrastructure
Free
Generative AI for Decision Makers and Architects: A Practical Approach for Decision Makers and Architects (TTAI2102)
Welcome to the exciting world of Generative AI – we’ll …
What you'll learn
Gain a solid understanding of Generative AI, its evolution, and its role in shaping innovative business solutions, positioning you to effectively drive AI initiatives in your organization.
Acquire the ability to identify potential Generative AI use cases in your industry and evaluate their feasibility and value, empowering you to make informed decisions that can enhance business operations.
Learn how to manage the lifecycle of an AI project efficiently, equipping you with the knowledge to guide projects from inception to successful deployment, with continuous monitoring and improvement.
Develop an understanding of AI and data security best practices, along with the crucial role of data in Generative AI, fostering your ability to safeguard your AI systems effectively.
Stay ahead of the curve by gaining insights into the upcoming trends and technologies in Generative AI, enabling you to maintain a competitive edge in your organization in this rapidly evolving field.
Free
Privacy and Security in AI
This course explores the critical aspects and security within the …
What you'll learn
Understand the privacy implications and risks associated with AI technologies
Discover the different security stances by users, hobbyists, professionals, and organizations
Explore how AI providers use personal data and secure it
Investigate data leaks within AI modems
Learn about the regulatory and ethical frameworks governing data privacy in AI
Develop skills in threat modeling and secure development practices for AI systems
Analyze real-time examples of vulnerabilities and security pitfalls
Free
Ethics and AI
This course explores the ethical considerations and implications of artificial …
What you'll learn
Understand the ethical principles and frameworks relevant to AI
Analyze the impact of AI on privacy, security, and individual rights
Evaluate the ethical implications of AI in decision-making processes
Discuss the role of bias and fairness in AI systems
Examine case studies to understand the real-world ethical challenges in AI deployment
Explore how some are taking on the issue of toothless ethicists in big tech
Identify the cause of egregious content
Discover bad actors, their methods, and impacts
Free
Graphic Design with AI
This course explores the crossroads of graphic design and artificial …
What you'll learn
Understand the role and impact of AI in the field of graphic design
Learn about Nightshade and Glazing projects
Explore how image generation models work
Discover different opinions and ethical stances regarding AI content generation
Get a hands on look on setting up and training your own AI image model
Explore techniques for manual and AI generated in-painting to edit outputs
Free
Computer Vision: How AI Processes Images
This course looks into field of computer vision, focusing on …
What you'll learn
Understand the fundamental concepts of computer vision and image processing
Learn how AI models and algorithms are applied to analyze and interpret visual data
Gain practical insight into developing computer vision applications using frameworks like OpenCV and TensorFlow
Explore advanced topics such as object detection, facial recognition, and image segmentation
Analyze the ethical implications associated with computer vision technologies being intertwined with government
Free
Introduction to AI (Intermediate)
This course dives deeper into the concepts and techniques of …
What you'll learn
Get hands-on experience with gathering training data
Explore AI-driven decision-making processes and the complex math behind each choice
Evaluate robust safety measures and advanced jailbreaking practices
Discover more uses for front end, API connections, and third-party augmentation
Learn daily uses for AI applications for personal and professional development
Free
Introduction to AI (Beginner)
This course provides a comprehensive overview of the fundamental concepts …
What you'll learn
Understand the history and current state of the industry
Develop the ability to engineer prompts properly and navigate GPT and Claude
Explore how different AI models are built and work in their most basic form
Analyze the ethical implications and legal complexities of AI technologies and potential problems looking forward
Discuss where AI may be heading in the future
Free
Machine Learning Fundamentals
Machine Learning Fundamentals offers an in-depth exploration of machine learning, …
What you'll learn
Understand the key algorithms used in machine learning and their applications.
Differentiate between supervised, unsupervised, and reinforcement learning.
Explore different machine learning techniques in live demos.
Apply statistical methods to analyze and interpret data in the context of machine learning.
Evaluate machine learning models and understand the principles of performance metrics.
Free
Implementing AI in Business: Stakeholder Strategies for the Modern Data Driven, Automated Enterprise (TTAI2101)
Dive into the dynamic world of Artificial Intelligence (AI) with …
What you'll learn
Learn which data is most useful to collect now and why it’s important to start collecting that data as soon as possible.
Understand the intersection between big data, data science and AI (Machine Learning / Deep Learning) and how they can help you reach your business goals and gain a competitive advantage.
Understand the factors that go into choosing a data science and AI driven systems including whether to go with a cloud-based solution.
Explore common tools and technologies to aid in making informed decisions.
Gain the skills required to build your data science, AI and machine learning teams.
Free
Introduction to XML Fundamentals (TT4300)
The Extensible Markup Language (XML) is a standard that is …
What you'll learn
Write well-formed XML documents
Model business requirements using XML
Handle XML reserved characters
Validate an XML document with a Schema
Centralize data and markup definition with entities
Create Schemas using XML tools
Generate XML documents from databases
Write XSL templates to transform XML documents into HTML
Integrate XML, XSL and the DOM to implement a complete solution
Understand the security concerns related to XML processing
Free
Mastering User Experience (UX) Design for Experienced Web Developers (TT4213)
In today’s fast-paced digital world, user-centric and adaptable websites are …
What you'll learn
<b>Understand and apply UX principles and user-centered design processes:</b> Participants will learn to identify the needs and preferences of users, create user personas, and apply UX best practices to develop intuitive, user-friendly web experiences.
<b>Design and implement responsive web layouts:</b> Participants will gain the skills to create fluid grid layouts, use flexible images, and apply media queries to design web pages that adapt seamlessly across various devices and screen sizes.
<b>Optimize web performance for responsive designs:</b> Participants will learn techniques to improve website performance, including image optimization, responsive images, and minification and concatenation of assets, ensuring a fast and smooth user experience across devices.
<b>Implement accessible web designs:</b>Participants will understand the importance of accessibility in web design and learn to apply WCAG principles and accessible design patterns to create websites that are usable by a wide range of users, including those with disabilities.
<b>Collaborate effectively with designers, developers, and stakeholders:</b> Participants will gain insights into design collaboration and handoff processes, enhancing their ability to communicate design decisions, provide and receive feedback, and work efficiently with team members and clients.
