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This course reviews linear algebra with applications to probability and statistics and optimization–and above all a full explanation of deep learning.
Explore causal inference methods, from defining effects with potential outcomes to implementing techniques like matching and instrumental variables, with hands-on R examples.
Master Python, SQL, and machine learning fundamentals to build data science skills, create automated solutions, develop interactive dashboards, and implement predictive models for real-world applications.
Master Python data science essentials - from data analysis and visualization to machine learning algorithms. Build predictive models, create interactive dashboards, and automate workflows using NumPy, Pandas, Matplotlib, and scikit-learn.
Master data analytics, GenAI, and adaptive systems with tools like Python, SQL, Tableau, and Azure, earning certificates from IIT Delhi's IHFC and Microsoft upon completion.
Master Python programming and data analysis through hands-on projects, from basic syntax to advanced visualization techniques using NumPy, Pandas, and Matplotlib for real-world data exploration.
Master Python programming fundamentals through advanced data science techniques, from data handling to machine learning, using NumPy, Pandas, Matplotlib, and scikit-learn.
Master Power BI fundamentals: connect data sources, create interactive visualizations, use DAX for complex modeling, and build compelling dashboards that transform raw data into insights.
Master essential Excel functions, formulas, and advanced techniques like Pivot Tables and VLOOKUP to enhance your data analysis capabilities and streamline your analytical workflow.
Master advanced algorithms in Python, from Dijkstra's and A* Search to Dynamic Programming and Linear Programming. Enhance problem-solving skills and optimize code performance for complex computational challenges.
Master statistical concepts, data visualization, and predictive analytics while learning to use powerful tools for forecasting, regression analysis, probability modeling, and prescriptive analytics.
Join two or three tables together into one, combine tables using set theory, and work with subqueries in PostgreSQL.
Master data analytics and generative AI through IIT Kanpur's comprehensive program covering Python, SQL, Tableau, Azure, and ChatGPT with live masterclasses and Microsoft certification.
Master data visualization in Python using NumPy, Pandas, Matplotlib, and Dash to create interactive dashboards, analyze real-world data, and build deployable projects with compelling presentations.
Learn how to explore, visualize, and extract insights from data.
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