Advance Python | Python for Datascience
What you'll learn
- The course is designed to provide students with a strong foundation in advanced Python programming, data analysis, and machine learning.
- Students will learn advanced programming concepts, including list comprehensions, file I/O operations, exception handling, and lot more advance python concepts.
- Data manipulation and analysis using the NumPy and Pandas libraries, covering data cleaning, preprocessing, and transformation techniques.
- Data visualization using Matplotlib, Seaborn, and Plotly for creating informative and visually appealing plots and charts.
- Implementation and evaluation of various machine learning algorithms, such as supervised and unsupervised learning, using the Scikit-learn library.
- Optional exploration of advanced topics like natural language processing, web scraping, time series analysis, and recommender systems for a more comprehensive u
- Students should have understanding of fundamental Python concepts, including variables, data types, loops, and functions.
- A genuine interest in working with data, conducting data analysis, and implementing machine learning models is crucial to fully benefit from the course content.
- A foundational knowledge of basic mathematical concepts, such as algebra and statistics, will be helpful for comprehending certain aspects of data analysis, machine learning, and numerical computing.
Ready to advance your Python skills? Our easy-to-follow Advanced Python course is tailored for learners of all levels, This course is crafted for students aspiring to master Python and dedicated to pursuing careers as data analysts or data scientists. It comprehensively covers advanced Python concepts, providing students with a strong foundation in programming and data analysis, focusing on data analysis, visualization, and machine learning.
Discover the power of Python in handling complex data, creating engaging visuals, and building intelligent machine-learning models.
1. Introduction to Python:
Part 1: Dive into Python fundamentals
Part 2: Further exploration of Python basics
2. Advance Python Concepts:
List Comprehension and Generators
Object-Oriented Programming (OOPs)
Decorators and Metaclasses
3. NumPy (Expanded Library Coverage):
Arrays and Array Operations
Array Indexing and Slicing
Broadcasting and Vectorization
Mathematical Functions and Linear Algebra
Array Manipulation and Reshaping
4. Pandas (Expanded Library Coverage):
Pandas Data Structures
Data Transformation and Manipulation
Data Cleaning and Preprocessing
Joining, Merging, and Reshaping
5. Data Visualization:
Advanced Matplotlib Techniques
Seaborn for Statistical Visualization
Plotly for Interactive Visualizations
Geospatial Data Analysis
6. Machine Learning with Scikit-learn (Expanded Library Coverage):
SVM, Decision Tree, Random Forest
Model Validation Techniques
Hyperparameter Tuning and Model Selection
7. Case Studies and Projects:
House Rent Prediction
Heart Disease Prediction
Why Choose Our Course?
In-depth Modules Covering Python, NumPy, Pandas, Data Visualization, and Machine Learning
Hands-on Learning with Real-world Case Studies
Expert-led Sessions for Comprehensive Understanding
Unlock Your Potential in Data Science and Python Programming
With hands-on practice and expert guidance, you'll be prepared for rewarding opportunities in data science and analytics.
** Join us now to become a proficient Python data analyst and unlock a world of possibilities! **
Who this course is for:
- Students interested in exploring data analysis, cleaning, and preprocessing techniques using Python will find this course helpful in understanding how to work w
- For students keen on expanding their knowledge beyond basic programming, this course delves into advanced Python concepts, object-oriented programming, and more
- Students those who wants to learn advanced Python concepts, and are intrested towards the field of datascience
- Students and professionals in the field of machine learning and artificial intelligence looking to strengthen their understanding of Python for implementing and
- Data analysts and data scientists seeking to leverage Python for advanced data manipulation, analysis, and visualization tasks.
- Intermediate Python developers aiming to enhance their skills and delve deeper into advanced programming concepts.
- Software engineers interested in expanding their knowledge of Python for various applications, including web development, data processing, and automation.
At SelfCode Academy, we are more than just an educational platform; we are the gateway to unlocking the world of coding and technology. As a premier EdTech brand, we are dedicated to empowering individuals with the skills and knowledge they need to thrive in the digital age.
Our mission is to demystify the world of coding and make it accessible to everyone, regardless of their background or prior experience. We understand that technology is shaping the future, and coding is its language. That's why we have curated a range of comprehensive coding courses that cater to beginners, intermediate learners, and even seasoned programmers looking to upskill.
What sets SelfCode Academy apart is our commitment to excellence in education. Our courses are meticulously designed by industry experts to ensure relevance, practicality, and engagement. Through our user-friendly online platform, learners can access a variety of programming languages, development tools, and project-based learning opportunities.
We recognize that each individual learns at their own pace, which is why our courses are self-paced, allowing learners to progress in a way that suits their schedule and preferences. We provide a supportive learning environment with dedicated instructors, a vibrant community forum, and interactive resources that facilitate both independent and collaborative learning.
At SelfCode Academy, we believe that coding is not just a skill, but a mindset that fosters creativity, problem-solving, and innovation. Our vision is to equip learners with the ability to turn their ideas into tangible digital solutions, whether it's building websites, developing apps, or shaping the technologies of tomorrow.
Join us on a transformative journey where you'll gain more than just coding skills – you'll gain the confidence to navigate a tech-driven world and make your mark on it. Welcome to SelfCode Academy, where your coding aspirations become reality.