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US$999
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Duration: 2 Months
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Delivery mode: Online
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Group size: 5
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Instruction language:
English
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Certificate provided:
Yes
𝐎𝐯𝐞𝐫𝐯𝐢𝐞𝐰:
This course is designed to take you from the basics to advanced levels, equipping you with the skills needed to analyze data, build predictive models, and solve real-world problems using Python. Whether you're a beginner or looking to deepen your knowledge, this course provides a solid foundation in data science.
𝐖𝐡𝐚𝐭 𝐘𝐨𝐮 𝐖𝐢𝐥𝐥 𝐋𝐞𝐚𝐫𝐧:
𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐭𝐨 𝐏𝐲𝐭𝐡𝐨𝐧 𝐟𝐨𝐫 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞:
Basics of Python programming
Data types, variables, and basic operations
Functions, loops, and conditional statements
𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 𝐚𝐧𝐝 𝐕𝐢𝐬𝐮𝐚𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧:
Introduction to data analysis with Pandas
Data manipulation and cleaning
Data visualization with Matplotlib and Seaborn
Exploratory data analysis (EDA)
𝐒𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐚𝐥 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬:
Descriptive statistics
Probability theory
Hypothesis testing and confidence intervals
𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐁𝐚𝐬𝐢𝐜𝐬:
Introduction to machine learning concepts
Supervised vs. unsupervised learning
Key algorithms: Linear Regression, Logistic Regression, Decision Trees, and K-Means Clustering
𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠:
Ensemble methods: Random Forest, Gradient Boosting
Neural Networks and Deep Learning basics
𝐌𝐨𝐝𝐞𝐥 𝐄𝐯𝐚𝐥𝐮𝐚𝐭𝐢𝐨𝐧 𝐚𝐧𝐝 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧:
Model evaluation techniques
Cross-validation and hyperparameter tuning
Overfitting and underfitting
𝐑𝐞𝐚𝐥-𝐖𝐨𝐫𝐥𝐝 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬:
Building predictive models
Time series forecasting
Natural Language Processing (NLP)
Case studies and real-world projects
𝐖𝐡𝐲 𝐄𝐧𝐫𝐨𝐥𝐥 𝐢𝐧 𝐓𝐡𝐢𝐬 𝐂𝐨𝐮𝐫𝐬𝐞?
Hands-On Learning: Engage in practical exercises and real-world projects to apply what you learn.
Expert Guidance: Learn from an experienced instructor with a background in AI, Machine Learning, and Data Science.
Comprehensive Curriculum: Cover everything from Python basics to advanced machine learning techniques.
Supportive Environment: Receive continuous support and feedback to help you succeed.
𝐖𝐡𝐨 𝐒𝐡𝐨𝐮𝐥𝐝 𝐄𝐧𝐫𝐨𝐥𝐥?
Beginners looking to start a career in data science
Professionals seeking to enhance their data analysis and machine learning skills
Students interested in applying data science concepts to real-world problems
Anyone with a passion for data and a desire to learn Python
𝐂𝐨𝐮𝐫𝐬𝐞 𝐏𝐫𝐞𝐫𝐞𝐪𝐮𝐢𝐬𝐢𝐭𝐞𝐬:
No prior programming experience required
Basic understanding of high school-level mathematics
Join us and transform your career with the power of data science!
Looking forward to seeing you in class!