Overview Learn how machine learning algorithms work. Explore a variety of algorithms and learn how to set a structure that guides you through picking the best one for the problem at hand. Syllabus Introduction 1. Review of Foundations 2. Logistic Regression 3. Support Vector Machines 4. Multi-layer Perceptron 5. Random Forest 6. Boosting 7. Summary …
Overview Build faster, more reliable software with continuous integration and continuous delivery. Learn about core CI/CD concepts by seeing how they fit into a delivery pipeline. Continuous delivery is one of the major DevOps practice areas. By continuously building, testing, and delivering your code, you can reap huge stability, speed, and flexibility benefits. In this …
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Overview Discover how to apply your existing IP knowledge to networking. Learn how to set up WANs (wide area networks) with switches, routers, and different routing protocols. Syllabus Introduction 1. WAN Technologies 2. Switches 3. Routers 4. Routing Protocols Conclusion
Overview Learn Linux for networking. Part 2 covers setting up DNS and DHCP services and software-defined networking with Linux. Syllabus Introduction 1. Linux Fundamentals: Software Installation 2. Put Linux to Work: TFTP Server 3. Put Linux to Work: DNS Server 4. Put Linux to Work: DHCP Server 5. Put Linux to Work: Linux Switch6. GNS3, …
Overview Get a practical introduction to setting up Windows Server 2012. Syllabus Introduction 1. Introducing Windows Server 2012 2. Installing Windows Server 2012 3. Defining Server Roles 4. Using the Server Manager Graphic Tool 5. Working with Local Storage 6. Alternative Administration Methods Conclusion
Overview Generate impactful insights with the power of machine learning. Get the foundational skills needed to efficiently solve nearly any kind of machine learning problem. Syllabus Introduction 1. Machine Learning Basics 2. Exploratory Data Analysis and Data Cleaning 3. Measuring Success 4. Optimizing a Model 5. End-to-End Pipeline Conclusion
Overview Enrich your understanding of programming principles. This course explains functions, values, variables, parameters, tests, loops, arrays, object-oriented programming, and more. Syllabus Introduction 1. Control Computers with Code 2. Define Actions Using Code 3. Repeat Actions and Test for Conditions 4. Objects and OOP 5. Beyond Programming Conclusion
Overview A fast-paced introduction to Bash script, a popular shell scripting language on Mac OS X and Linux. Bash, or the Bourne Again Shell, is a widely popular command-line interpreter for administration and programming tasks. It’s also the default option on Mac OS X and Linux. But Bash is different than most scripting languages. That’s …
Overview Take a deep dive into neural networks and convolutional neural networks, two key concepts in the area of machine learning. Syllabus Introduction 1. Introduction to Neural Networks 2. Components of Neural Networks 3. Neural Network Implementation in Keras 4. Convolutional Neural Networks 5. Convolutional Neural Networks in Keras 6. Enhancements to Convolutional Neural Networks …
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Overview Study to pass the Cisco Certified Entry Networking Technician (CCENT) exam, Interconnecting Cisco Networking Devices Part 1 (100-105), with this comprehensive test prep course. Syllabus Introduction 1. Internetworking 2. Ethernet 3. Introduction to TCP/IP 4. Easy Subnetting 5. VLSM, Summarization, and Troubleshooting TCP/IP 6. Cisco Internetworking Operating System (IOS) 7. Managing a Cisco Internetwork …
