Duration 3 Days 18 CPD hours This course is intended for Data Wrangling with Python takes a practical approach to equip beginners with the most essential data analysis tools in the shortest possible time. It contains multiple activities that use real-life business scenarios for you to practice and apply your new skills in a highly relevant context. Overview By the end of this course, you will be confident in using a diverse array of sources to extract, clean, transform, and format your data efficiently. In this course you will start with the absolute basics of Python, focusing mainly on data structures. Then you will delve into the fundamental tools of data wrangling like NumPy and Pandas libraries. You'll explore useful insights into why you should stay away from traditional ways of data cleaning, as done in other languages, and take advantage of the specialized pre-built routines in Python.This combination of Python tips and tricks will also demonstrate how to use the same Python backend and extract/transform data from an array of sources including the Internet, large database vaults, and Excel financial tables. To help you prepare for more challenging scenarios, you'll cover how to handle missing or wrong data, and reformat it based on the requirements from the downstream analytics tool. The course will further help you grasp concepts through real-world examples and datasets. Introduction to Data Structure using Python Python for Data Wrangling Lists, Sets, Strings, Tuples, and Dictionaries Advanced Operations on Built-In Data Structure Advanced Data Structures Basic File Operations in Python Introduction to NumPy, Pandas, and Matplotlib NumPy Arrays Pandas DataFrames Statistics and Visualization with NumPy and Pandas Using NumPy and Pandas to Calculate Basic Descriptive Statistics on the DataFrame Deep Dive into Data Wrangling with Python Subsetting, Filtering, and Grouping Detecting Outliers and Handling Missing Values Concatenating, Merging, and Joining Useful Methods of Pandas Get Comfortable with a Different Kind of Data Sources Reading Data from Different Text-Based (and Non-Text-Based) Sources Introduction to BeautifulSoup4 and Web Page Parsing Learning the Hidden Secrets of Data Wrangling Advanced List Comprehension and the zip Function Data Formatting Advanced Web Scraping and Data Gathering Basics of Web Scraping and BeautifulSoup libraries Reading Data from XML RDBMS and SQL Refresher of RDBMS and SQL Using an RDBMS (MySQL/PostgreSQL/SQLite) Application in real life and Conclusion of course Applying Your Knowledge to a Real-life Data Wrangling Task An Extension to Data Wrangling
Duration 2 Days 12 CPD hours This course is intended for This course is designed for people who want to learn the Python programming language in preparation for using Python to develop software for a wide range of applications, such as data science, machine learning, artificial intelligence, and web development. Overview In this course, you will develop simple command-line programs in Python. You will: Set up Python and develop a simple application. Declare and perform operations on simple data types, including strings, numbers, and dates. Declare and perform operations on data structures, including lists, ranges, tuples, dictionaries, and sets. Write conditional statements and loops. Define and use functions, classes, and modules. Manage files and directories through code. Deal with exceptions. Though Python has been in use for nearly thirty years, it has become one of the most popular languages for software development, particularly within the fields of data science, machine learning, artificial intelligence, and web development?all areas in which Python is widely used. Whether you're relatively new to programming, or have experience in other programming languages, this course will provide you with a comprehensive first exposure to the Python programming language that can provide you with a quick start in Python, or as the foundation for further learning. You will learn elements of the Python 3 language and development strategies by creating a complete program that performs a wide range of operations on a variety of data types, structures, and objects, implements program logic through conditional statements and loops, structures code for reusability through functions, classes, and modules, reads and writes files, and handles error conditions. Lesson 1: Setting Up Python and Developing a Simple Application Topic A: Set Up the Development Environment Topic B: Write Python Statements Topic C: Create a Python Application Topic D: Prevent Errors Lesson 2: Processing Simple Data Types Topic A: Process Strings and Integers Topic B: Process Decimals, Floats, and Mixed Number Types Lesson 3: Processing Data Structures Topic A: Process Ordered Data Structures Topic B: Process Unordered Data Structures Lesson 4: Writing Conditional Statements and Loops in Python Topic A: Write a Conditional Statement Topic B: Write a Loop Lesson 5: Structuring Code for Reuse Topic A: Define and Call a Function Topic B: Define and Instantiate a Class Topic C: Import and Use a Module Lesson 6: Writing Code to Process Files and Directories Topic A: Write to a Text File Topic B: Read from a Text File Topic C: Get the Contents of a Directory Topic D: Manage Files and Directories Lesson 7: Dealing with Exceptions Topic A: Handle Exceptions Topic B: Raise Exceptions
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Why Learn Sketchup Basic to Advance Training Course? Course info SketchUp mastery with our hands-on course go from basics to advanced 3D modeling, advanced rendering, and expert lighting techniques. Immerse yourself in transformative learning tailored for SketchUp excellence. Duration: 16 hrs. Method: 1-on-1 Online Over Zoom is also available. Schedule: Tailor your own schedule by pre-booking a convenient hour of your choice, available from Mon to Sat between 9 am and 7 pm. Course Benefits: Comprehensive Skills Development: Master SketchUp from basics to advanced, gaining a comprehensive skill set. Efficient 3D Modeling: Learn to navigate and create intricate designs effortlessly with AI-driven 3D modeling techniques. Stunning Visual Realism: Explore advanced rendering methods to bring your designs to life with stunning visual realism. Professional Lighting Mastery: Harness the power of lighting to add depth and dimension, achieving a polished and professional finish. Flexible Learning: Tailor your own schedule with the convenience of pre-booking hours between 9 am and 7 pm, Monday to Saturday. Personalized 1-on-1 Training: Receive personalized attention and guidance with our 1-on-1 training approach. Course Title: "Sketchup Basic to Advance Training Course" Module 1: SketchUp Fundamentals (4 hours) Explore the SketchUp Interface Learn Basic Drawing Tools and Techniques Create and Edit Components Utilize Groups and Layers for Organization Introduction to Scenes and Animation Module 2: Advanced SketchUp Techniques (4 hours) Precision Modeling with Measurements Dynamic Components and Interactivity Advanced 3D Modeling Techniques Importing and Managing 3D Assets Enhance Functionality with SketchUp Extensions Module 3: V-Ray Rendering Basics (4 hours) Navigate the V-Ray Interface Set up V-Ray Materials Master Basic Lighting Techniques Understand Camera Settings and Composition Optimize Rendering Settings and Output Module 4: Advanced V-Ray Rendering (4 hours) Global Illumination and Image-based Lighting Realistic Material Creation Post-Processing using V-Ray Frame Buffer Efficient Scene Management with V-Ray Proxy Rendering Animation Sequences Course Project (2 hours) Integrate SketchUp and V-Ray for a Final Project Receive Guidance on Creating Photorealistic Renderings Participate in a Review and Feedback Session Upon completing the SketchUp Basic to Advance Training Course, participants will: Master SketchUp Basics: Navigate the interface, use drawing tools, and manage components effectively. Advance 3D Modeling: Apply precision modeling, dynamic components, and advanced techniques. Explore Extensions: Enhance functionality with SketchUp extensions. V-Ray Rendering Introduction: Learn V-Ray basics, including materials, lighting, and rendering settings. Advanced V-Ray Techniques: Implement global illumination, realistic materials, post-processing, and animation. Course Project Proficiency: Integrate SketchUp and V-Ray for a final project with photorealistic renderings.
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