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Data_Science_visual for engineers and.pptx 1. 2. Introduction to Data Science
• Data Science is an interdisciplinary field that
combines statistics, computer science, and
domain expertise to extract insights and
knowledge from data. It plays a critical role in
decision-making across industries.
Data-Driven
Insights
3. Data Science Lifecycle
• 1. Data Collection
• 2. Data Cleaning and Preparation
• 3. Exploratory Data Analysis (EDA)
• 4. Model Building
• 5. Model Evaluation
• 6. Deployment and Monitoring
Lifecycle Stages
4. Key Tools and Technologies
• - Programming Languages: Python, R
• - Data Visualization: Tableau, Power BI,
Matplotlib
• - Machine Learning: Scikit-learn, TensorFlow,
PyTorch
• - Big Data: Hadoop, Spark
• - Databases: SQL, NoSQL
Popular Tools
5. Applications of Data Science
• - Healthcare: Predictive analytics, medical
imaging
• - Finance: Fraud detection, risk management
• - Retail: Customer analytics, recommendation
systems
• - Marketing: Targeted advertising, sentiment
analysis
• - Transportation: Route optimization, self-
driving cars
Real-World Use
Cases
6. Challenges in Data Science
• - Handling large volumes of data
• - Ensuring data privacy and security
• - Managing data quality and consistency
• - Interpreting complex models
• - Bridging the gap between technical and
business teams
Overcoming
Challenges
7. 8. The Future of Data Science
• The future of Data Science lies in
advancements like automated machine
learning (AutoML), explainable AI (XAI), and
the integration of AI with edge computing.
Data-driven decision-making will continue to
shape industries globally.
9.