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Advanced Data Science Certification Overview
Advanced Data Science Certification Course Outline
Module 1: Python for Data Analysis - NumPy
- Introduction to NumPy
- NumPy Arrays
- Aggregations
- Computation on Arrays: Broadcasting
- Comparison, Boolean Logic and Masks
- Fancy Indexing
- Sorting Arrays
- NumPy’s Structured Arrays
Module 2: Python for Data Analysis – Pandas
- Installing 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 3: Python for Data Visualisation – Matplotlib
- Overview
- Object-Oriented Interface
- Two interfaces
- Simple Line Plots and Scatter Plots
- Visualising Errors
- Contour Plots
- Histograms, Binnings and Density
- Customising Plot Legends
- Customising Colour Bars
- Multiple Subplots
- Text Annotation
- Three-Dimensional Plotting
Module 4: Python for Data Visualisation – Seaborn
- Installing Seaborn and Load Dataset
- Plot the Distribution
- Regression Analysis
- Basic Aesthetic Themes and Styles
- Distinguish between Scatter Plots, Hexbin Plots and KDE Plots
- Use Boxplots and Violin Plots
- Compare the Use Cases of Swarn Plots, Bar Plots Strip Plots, and Categorical Plots
- Recall Some of the Use Cases and Features of Seaborn
Module 5: Machine Learning
- Introduction
- Importance
- Types
- How Does Machine Learning Works?
- Machine Learning Mathematics
Module 6: Natural Language Processing
- Introduction to NLP
- NLP and Writing Systems
- Advantages
- NLP Applications
Module 7: Deep Learning
- Introduction
- Importance
- Working
Module 8: Big Data
- Big Data Analytics
- State of Practice in Analytics
- Main Roles for New Big Data Ecosystem
- Phases of Data Analytics Lifecycle
Module 9: Working with Data in R
- Data Manipulation in R
- Data Clean Up
- Reading and Exporting Data
- Importing Data
- Charts and Graphs
Module 10: Regression in R
- Regression Analysis
- Linear Regression
- Logistic Regression
- Multiple Regression
- Normal Distribution
- Binomial Distribution
Module 11: Modelling Data
- What are the Relationships?
- Viewing Relationships
- Creating Relationships
- Cardinality
- Cross Filter Direaction
- What is DAX?
- Syntax
- Functions
- Row Context
- Calculated Columns
- Calculated Tables
- Measures
Module 12: Shaping and Combining Data using Power BI
- Query Editor
- Shaping Data and Applied Steps
- Advanced Editor
- Formatting Data
- Transforming Data
- Combining Data
Module 13: Interactive Data Visualisations
- Page Layout and Formatting
- Multiple Visualisation
- Creating Charts
- Using Geographic Data
- Histograms
- Power BI Admin Portal
- Service Settings
- Desktop Settings
- Dashboard and Report Settings
Who should attend this Advanced Data Science Certification Course?
This Advanced Data Science Certification Course is tailored for individuals seeking to enhance their expertise in the field of data science. This training is particularly beneficial for professionals such as:
- Experienced Data Analysts
- Data Scientists
- Machine Learning Engineers
- Statisticians
- Business Analysts
- AI Developers
- Entrepreneurs
- Researchers
Prerequisites of the Advanced Data Science Certification Course
There are no formal prerequisites for the Advanced Data Science Certification Course. However, having prior knowledge of multiple programming languages will be beneficial for the delegates.
Advanced Data Science Certification Course Overview
In today's data-driven world, the demand for professionals with expertise in data science is soaring, and this Advanced Data Science Certification stands as a beacon for individuals seeking to navigate the intricate landscape of data science. Covering critical topics such as NumPy arrays, regression analysis, Machine Learning mathematics, and more, this training provides a robust foundation for those eager to harness the power of data.
Business Analysts, Data Engineers, Software Developers, and even executives can benefit significantly from mastering data science. In an era where every bit of data holds invaluable insights, those well-versed in data science possess a distinct advantage. They can unravel complex patterns, make informed decisions, and drive innovation.
The Knowledge Academy 4-day Advanced Data Science Certification Course is designed to empower delegates with practical knowledge and hands-on skills. It delves into essential concepts such as working with time series, three-dimensional plotting, data analytics lifecycle phases, and data manipulation using Power BI. By the end of this training, delegates will emerge as adept Data Scientists capable of working with data at expert-level
Course Objectives
- To provide a comprehensive understanding of basic and advanced data science concepts
- To equip delegates with practical skills in tools such as Pandas and Power BI
- To cover critical topics like NumPy arrays, regression analysis, and Machine Learning mathematics
- To empower Business Analysts, Data Engineers, Software Developers, and executives with data science proficiency
- To enable delegates to unravel complex patterns and make informed decisions through data-driven insights
- To ensure delegates emerge as adept Data Scientists capable of tackling real-world data challenges
Upon completion of this Data Science Certification training, delegates will not only possess a solid foundation in data science but also practical skills in tools like Pandas and Power BI. This empowers them to analyse data effectively, make informed decisions, and contribute meaningfully to their organisations' success.
What’s included in this Advanced Data Science Certification Course?
- World-Class Training Sessions from Experienced Instructors
- Advanced 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 Advanced Data Science Certification. 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 Advanced Data Science Certification, 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.
Experience the most sought-after learning style with The Knowledge Academy's Advanced Data Science Certification. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led Advanced Data Science Certification sessions.
Highly experienced trainers
Boost your skills with our expert trainers, boasting 10+ years of real-world experience, ensuring an engaging and informative training experience
State of the art training venues
We only use the highest standard of learning facilities to make sure your experience is as comfortable and distraction-free as possible
Small class sizes
Our Classroom courses with limited class sizes foster discussions and provide a personalised, interactive learning environment
Great value for money
Achieve certification without breaking the bank. Find a lower price elsewhere? We'll match it to guarantee you the best value
Streamline large-scale training requirements with The Knowledge Academy’s In-house/Onsite Advanced Data Science Certification at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.
Tailored learning experience
Leverage benefits offered from a certification that fits your unique business or project needs
Maximise your training budget
Cut unnecessary costs and focus your entire budget on what really matters, the training.
Team building opportunity
Our Advanced Data Science Certification offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings
Monitor employees progress
The course know-how will help you track and evaluate your employees' progression and performance with relative ease
What our customers are saying
great professor!
Jorge Bouza Dominguez
Advanced Data Science Certification FAQs
This certification is a comprehensive training that equips professionals with in-depth knowledge of Advanced Data Science techniques, including Machine Learning, Deep Learning, Data Modeling, and Big Data Analytics. It is designed to enhance your ability to solve complex data problems and make data-driven decisions.
Attending this training is crucial for professionals looking to stay competitive in the rapidly evolving Data Science field. It helps you master cutting-edge tools and methodologies, prepares you for leadership roles in data-driven projects, and enhances your career prospects in data science.
Benefits include gaining hands-on experience with advanced tools, improving your analytical and problem-solving skills, enhancing your ability to work with Big Data and Machine Learning algorithms, and boosting your qualifications for high-paying roles in Data Science and AI.
You will learn advanced techniques in Data Analysis, Machine Learning, Deep Learning, Natural Language Processing, Data Visualisation, Big Data Analytics, and the use of tools like Python, R, TensorFlow, and Hadoop to solve complex data challenges.
There are no formal prerequisites for taking the Advanced Data Science Certification Training. However, prior knowledge of multiple programming languages will benefit the delegates.
Yes, upon successful completion of the Advanced Data Science Course Training, you will receive a certificate that validates your skills and knowledge in advanced data science techniques.
Yes. The Knowledge Academy offers 24/7 support for delegates before, during, and after this Advanced Data Science Course. Should you encounter any difficulties accessing the course materials, our customer support team is available to assist and promptly resolve any issues you may encounter.
This Advanced Data Science Training spans across 4 days. For self-paced courses, the duration may vary based on the delegates' schedule, allowing flexibility to complete the training at their own pace.
Yes, self-paced training options are available for this Advanced Data Science Course, allowing delegates to progress through the material at their own convenience, making it easier to balance the course with personal and professional commitments.
Career prospects include roles such as Data Scientist, Machine Learning Engineer, Data Architect, AI Specialist, Business Intelligence Analyst, and Big Data Engineer. These roles are in high demand across industries such as technology, finance, healthcare, and marketing.
Yes, we offer corporate training tailored to the needs of organisations looking to upskill their teams in advanced data science techniques, enhancing their ability to handle complex data challenges and drive data-driven decision-making.
This course is ideal for Data Scientists, Analysts, Software Developers, Machine Learning Engineers, Business Intelligence Professionals, and anyone looking to advance their knowledge in data science and apply it to complex real-world problems.
If you encounter issues accessing the Advanced Data Science Training course materials, you can contact our 24/7 support team or your course advisor for assistance with technical or access-related problems.
The Advanced Data Science Training Course includes in-depth course materials, hands-on labs, real-world projects, case studies, access to advanced data science tools, and resources like study guides and practice exams to reinforce learning.
This Advanced Data Science Course is considered moderately to highly challenging, making it suitable for professionals with some experience in Data Science who are looking to expand their knowledge to more advanced concepts and applications.
The Knowledge Academy offers globally recognised courses, expert trainers, flexible learning formats (online, in-person, and self-paced), and 24/7 support. This Advanced Data Science Training provides a comprehensive learning experience, preparing you for the exam and practical application in your career.
The training fees for Advanced Data Science Certificationin Singapore starts from SGD2995
The Knowledge Academy is the Leading global training provider for Advanced Data Science Certification.
Please see our Data Science Courses courses available in Singapore
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Best price in the industry
You won't find better value in the marketplace. If you do find a lower price, we will beat it.
Many delivery methods
Flexible delivery methods are available depending on your learning style.
High quality resources
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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Advanced Data Science Certification in Singapore
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