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Python Data Science Course Overview
Python Data Science Course Outline
Module 1: Introduction of Python
- What is Python?
- What can be Done by Using Python Programming Language?
- Why Python?
Module 2: Working with IPython
- Launching IPython Shell and Jupyter Notebook
- Keyboard Shortcuts in the IPython Shell
- Special Commands of Python
- Pasting Code Blocks: %paste and %cpaste
- Running External Code: %run
- Timing Code Execution: %timeit
- %magic and %Ismagic
- IPython’s In and Out Objects
- IPython and Shell Commands
- Errors and Debugging
- Profiling and Timing Code
Module 3: Introduction to NumPy
- Understand Data Types in Python
- NumPy Arrays
- Universal Functions
- Aggregations: Min, Max and more
- Computation on Arrays: Broadcasting
- Comparison, Boolean Logic, and Masks
- Fancy Indexing
- Sorting Arrays
- NumPy’s Structured Array
Module 4: Working with Pandas
- Installing and Using Pandas
- Pandas Objects
- Data Indexing and Selection
- Operating on Data in Pandas
- Handling Missing Data
- Hierarchical Indexing
- Concat and Append
- Merge and Join
- Aggregations and Grouping
- Pivot Tables
- Vectorised String Operations
- Working with Time Series
- eval() and query()
Module 5: Visualisation with Matplotlib
- Overview of Matplotlibs
- Object Oriented Interface
- Two Interfaces
- Simple Line Plots and Scatter Plots
- Visualising Errors
- Density and Contour Plots
- Histograms, Binnings, and Density
- Customising Plot Legends
- Customising Colorbars
- Multiple Subplots
- Text Annotation
- Three-Dimensional Plotting in Matplotlib
- Visualisation with Seaborn
Who should attend this Python Data Science Course?
This Python Data Science Training Course is designed to instruct Software Developers and Data Scientists in the advanced principles of utilising Python for Data Science Applications. The following professionals can benefit from this course:
- Software Developers
- Data Analysts
- Machine Learning Engineers
- Product Managers
- Business Analysts
- Natural Language Processing Professionals
- Data Scientists
Prerequisites of the Python Data Science Course
There are no formal prerequisites for attending this Python Data Science Training Course. However, a basic understanding of programming would be beneficial.
Python Data Science Course Overview
Python is an Open-source Programming Language known for its premier status and robust capabilities. It is also renowned for its user-friendly nature and extensive libraries tailored for data manipulation and analysis. This versatile language accommodates multiple programming paradigms, including object-oriented, functional, and structured programming.
The Python Data Science Training Course has been meticulously crafted to empower delegates with the programming skills necessary for the field of Data Science. Throughout this Data Science Training, delegates will delve deeply into the realm of visualising three-dimensional functions, gaining proficiency in techniques such as histograms, binning, and density estimation.
In this 3-day Data Science Course offered by The Knowledge Academy, delegates will be immersed in a comprehensive learning experience. They will discover how to construct arrays from the ground up, working with both Python lists and custom arrays. Additionally, delegates will develop a profound understanding of data manipulation using the powerful panda’s library.
Course Objectives
- To equip delegates with proficiency in Python
- To establish a solid foundation in data manipulation using Python at the advanced level
- To cultivate expertise in data visualisation techniques, including the creation of line plots, scatter plots, and the visualisation of three-dimensional functions
- To instruct delegates in advanced data visualisation skills, such as crafting histograms, performing binning, estimating density, and customising plot legends and colorbars
- To broaden programming versatility by imparting knowledge of multiple programming paradigms supported by Python
Upon completing this Python for Data Science Course, delegates will have the knowledge and skills required to personalise their Matplotlib visualisations as well.
What’s included in this Python Data Science Course?
- World-Class Training Sessions from Experienced Instructors
- Python Data Science Certificate
- Digital Delegate Pack
Why choose us
Ways to take this course
Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Python Data Science Course. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.
Live classes
Join a scheduled class with a live instructor and other delegates.
Interactive
Engage in activities, and communicate with your trainer and peers.
Global Pool of the Best Trainers
We handpick from a global pool of expert trainers for our Online Instructor-led courses.
Expertise
With 10+ years of quality, instructor-led training, we equip professionals with lasting skills for success.
Global Reach
With classes running in all timezones, access any of our courses and course material from anywhere, anytime.
Unlock your potential with The Knowledge Academy's Python Data Science Course, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.
What our customers are saying
very friendly and knowledgeable
Chad Harris
Gbenga was a very good trainer. Clearly very knowledgeable, he was able to take us through complex tasks with a very good level of patience and commitment. He also took time to help those who were struggling at different times.
Michael Eynon
Very clear and engaging instructor
Joseph Graham
Python Data Science Course FAQs
Python Data Science involves utilising the Python programming language and its libraries for tasks like data manipulation, visualisation, statistical analysis, predictive modelling and machine learning, enabling extraction of insights and making data-driven decisions across various domains.
There are no prerequisites for attending this Data Science Python Training. However, a basic understanding of programming would be beneficial.
This course equips you with essential skills in data analysis, machine learning, and statistical computing. Python’s versatility and vast libraries, such as Pandas, NumPy, and TensorFlow, make it indispensable for modern data science tasks, enabling better decision-making and business insights.
The course is designed for all skill levels. Beginners start with foundational Python programming and basic data handling, while advanced learners explore complex topics like machine learning models, predictive analytics, and data visualisation.
This Python for Data Science Training caters to aspiring Data Scientists, Data Analysts, Researchers, Business Analysts, Software Engineers, Statisticians, and anyone interested in leveraging Python for data analysis, modelling, and making data-driven decisions across various domains.
Yes, The Knowledge Academy offers 24/7 support to assist delegates with questions, challenges, or technical issues throughout their learning journey. This ensures a smooth and uninterrupted learning experience.
In this course, delegates will have intensive training with our experienced instructors, a digital delegate pack consisting of important notes related to this course, and a certificate after course completion.
This training takes 3 days to complete during which delegates participate in intensive learning sessions that cover various course topics.
If you are unable to access your Data Science with Python Training Course, contact the support team at The Knowledge Academy via their customer service email or phone number provided on their website for prompt assistance and resolution of your issue.
Pursuing a career in Python for Data Science is highly rewarding, offering ample opportunities in various sectors, significant earning potential, and a strong demand for skilled professionals in the global job market.
This course offers comprehensive training in analytical techniques, boosts career prospects, enhances skill set for big data analysis, and provides hands-on project experience.
After completing these courses, opportunities include roles as Data Analysts, Data Scientists, Machine Learning Engineers, and Research Analysts in diverse industries.
Upon completing this Python Data Science Course, delegates can pursue roles like Data Scientist, Data Analyst, Machine Learning Engineer, Business Analyst, Data Engineer, Research Scientist, AI Engineer, Quantitative Analyst, Financial Analyst, and Marketing Analyst across various industries.
With these Python for Data Science Courses, you'll learn programming fundamentals, data manipulation with Pandas, data visualisation with Matplotlib, statistical analysis, machine learning with scikit-learn, and model evaluation.
Yes, one can become a Data Scientist with just Python, as it's a versatile language with libraries for data analysis, Machine Learning, and visualisation, making it sufficient for many data science tasks.
Yes, self-paced training is available, allowing learners to access course materials and complete lessons at their own convenience, making it flexible for professionals balancing work and study.
Yes, corporate training is provided for organisations looking to upskill their workforce in Python for Data Science, offering customised solutions to meet business and team-specific needs.
Yes, after completing the Python for Data Science Certification Course, delegates can obtain a certification that validates their skills and knowledge in data science and Python programming.
The Knowledge Academy in Hong Kong stands out as a prestigious training provider known for its extensive course offerings, expert instructors, adaptable learning formats, and industry recognition. It's a dependable option for those seeking the Python Data Science Certification.
The training fees for Python Data Science Coursein Hong Kong starts from HKD23795
The Knowledge Academy is the Leading global training provider for Python Data Science Course.
Please see our Data Science Courses courses available in Hong Kong
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Many delivery methods
Flexible delivery methods are available depending on your learning style.
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Resources are included for a comprehensive learning experience.
"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"
Joshua Davies, Thames Water
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