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Certification in
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Data Science
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Course Overview
Data science is a multidisciplinary field. It encompasses a broad range of subjects.
- Data science field and the type of analysis carried out
- Mathematics
- Statistics
- Python
- Data Visualization
- Machine Learning
- Deep Learning
Who should apply?
- If you want to learn more about the topic of data science or become a data scientist, you should enroll in this course.
- If you want to have a successful career, enroll in this course.
- The training is perfect for beginners as well because it begins with the basics and gradually develops your abilities.
Concept of data science, installation of all necessary modules
Object oriented programming, class and object
Inroduction to: pandas, data frames
Introduction to Matplotlib
Line plot, bar plot, scatter plot, stack plot, pie plot, box plot
- Types of statistics
Central tendency & measure of spread
Basics of probability
Covariance and correlation
Skewness and kurtosis
Linear regression
Polynomial regression
Multiple regression and predictive analysis
Multilevel model
- Types of machine learning (supervised, unsupervised, reinforcement)
Ai vs ml vs dl
Data cleaning
Data reduction (pca)
- Artificial neuron
What are tensors and tensorflow basic operations
Keras basic operations
Basic nlp tasks with nltk
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