Overview
This course provides an in-depth introduction to programming for data handling and analysis, using Python and its powerful libraries such as Pandas. It covers the basics of Python programming, data structures, flow control, functions, and progresses to advanced data manipulation techniques. The course also integrates OpenAI's capabilities with Python for various business applications.
Target Audience
The course is designed for individuals who have experience working with data using data analysis tools such as Excel and are looking to enhance their skill set in data handling and analysis through programming. This includes data analysts, business analysts, aspiring data scientists, and anyone interested in leveraging Python and OpenAI for data-driven solutions in business.
Prerequisites
- Some experience working with data.
- Algorithmic thinking
Delegates will learn how to
You will learn how to:
- Understand the fundamentals of programming with a focus on data handling.
- Learn to use Python and its IDEs for writing and running programs.
- Master data structures, flow control, and functions in Python.
- Gain proficiency in using Pandas for data manipulation and cleaning.
- Integrate and utilize OpenAI with Python for business applications.
- Apply model tuning, evaluation, and monitoring techniques.
- Explore practical examples and case studies demonstrating OpenAI in business contexts.
Outline
1. Introduction to Programming for Data Handling:
- Overview of programming concepts for data handling.
- Introduction to Python as a programming language for data analysis.
- Basic Python syntax and structure.
2. Introduction to Python and IDEs:
- Detailed introduction to Python, focusing on its strengths in data handling.
- Overview of various Integrated Development Environments (IDEs) compatible with Python.
- Setting up a Python development environment.
3. Data Structures, Flow Control, Functions & Basic Types:
- Exploration of Python's data structures (lists, tuples, dictionaries, sets).
- Understanding flow control (loops, conditionals).
- Introduction to functions and basic data types in Python.
4. Introduction to Pandas:
- Introducing Pandas library for data manipulation and analysis.
- Basic operations with Pandas DataFrames.
- Reading and writing data using Pandas.
5. Data Cleaning with Pandas:
- Techniques for cleaning and preprocessing data.
- Handling missing data, outliers, and data transformation.
- Practical examples of data cleaning.
6. Data Manipulation with Pandas:
- Advanced data manipulation techniques with Pandas.
- Aggregation, filtering, and transformation of datasets.
- Real-world examples of data manipulation.
7. Integrating OpenAI with Python:
- Overview of OpenAI's capabilities.
- How to integrate OpenAI APIs with Python.
- Practical applications and examples.
8. Tuning Your Model:
- Techniques for optimizing and tuning machine learning models.
- Practical tips for model tuning.
9. Applications of OpenAI in Business:
- Exploring various business applications of OpenAI.
- Case studies demonstrating the impact of OpenAI in different industries.
- Future trends in AI and business.
10. Practical Examples and Case Studies:
- A collection of real-world case studies and practical examples.
- Demonstrating the application of the concepts learned in previous modules.
- Insights into practical challenges and solutions in data handling and AI.
Frequently asked questions
How can I create an account on myQA.com?
There are a number of ways to create an account. If you are a self-funder, simply select the "Create account" option on the login page.
If you have been booked onto a course by your company, you will receive a confirmation email. From this email, select "Sign into myQA" and you will be taken to the "Create account" page. Complete all of the details and select "Create account".
If you have the booking number you can also go here and select the "I have a booking number" option. Enter the booking reference and your surname. If the details match, you will be taken to the "Create account" page from where you can enter your details and confirm your account.
Find more answers to frequently asked questions in our FAQs: Bookings & Cancellations page.
How do QA’s virtual classroom courses work?
Our virtual classroom courses allow you to access award-winning classroom training, without leaving your home or office. Our learning professionals are specially trained on how to interact with remote attendees and our remote labs ensure all participants can take part in hands-on exercises wherever they are.
We use the WebEx video conferencing platform by Cisco. Before you book, check that you meet the WebEx system requirements and run a test meeting to ensure the software is compatible with your firewall settings. If it doesn’t work, try adjusting your settings or contact your IT department about permitting the website.
How do QA’s online courses work?
QA online courses, also commonly known as distance learning courses or elearning courses, take the form of interactive software designed for individual learning, but you will also have access to full support from our subject-matter experts for the duration of your course. When you book a QA online learning course you will receive immediate access to it through our e-learning platform and you can start to learn straight away, from any compatible device. Access to the online learning platform is valid for one year from the booking date.
All courses are built around case studies and presented in an engaging format, which includes storytelling elements, video, audio and humour. Every case study is supported by sample documents and a collection of Knowledge Nuggets that provide more in-depth detail on the wider processes.
When will I receive my joining instructions?
Joining instructions for QA courses are sent two weeks prior to the course start date, or immediately if the booking is confirmed within this timeframe. For course bookings made via QA but delivered by a third-party supplier, joining instructions are sent to attendees prior to the training course, but timescales vary depending on each supplier’s terms. Read more FAQs.
When will I receive my certificate?
Certificates of Achievement are issued at the end the course, either as a hard copy or via email. Read more here.