Data Science and Machine Learning Bootcamp with Python
About this course
Data Science and Machine Learning are transforming every industry, and there has never been a better time to build these skills. Whether you are a student, software developer, data analyst, or working professional, this course will take you from the fundamentals to building and deploying real machine learning applications.This is not a course that only explains algorithms with slides. Instead, you'll learn by building practical projects and understanding why each concept matters in the real world. Every topic is explained in a simple, beginner friendly way with hands on coding examples.By the end of this course, you'll have the confidence to analyze data, build machine learning models, evaluate their performance, and deploy them as production ready REST APIs using FastAPI and Docker.What you'll learnYou will build a strong foundation in Data Science and Machine Learning, including:Python programming for Data ScienceEssential Mathematics and Statistics for Machine LearningData Visualization using popular Python librariesExploratory Data Analysis (EDA) with a real-world movie streaming customer churn datasetData Cleaning and Feature Engineering techniquesSupervised Machine Learning using Scikit-LearnUnsupervised Machine Learning and clustering techniquesModel evaluation and performance metricsBuilding REST APIs with FastAPIContainerizing machine learning applications using DockerDeploying trained machine learning models for real-world useMachine Learning Algorithms CoveredRegressionLinear RegressionPolynomial RegressionClassificationLogistic RegressionSupport Vector Machine (SVM)K-Nearest Neighbors (KNN)Naive BayesDecision TreeRandom Forest
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What you'll learn
- Python programming for Data Science
- Mathematics and Statistics for Machine Learning
- Data Visualization techniques
- Exploratory Data Analysis (EDA)
- Data Cleaning and Feature Engineering
- Supervised and Unsupervised Machine Learning
- Model evaluation metrics
- Building REST APIs with FastAPI
- Containerizing applications using Docker
List price $69.99. Udemy runs frequent sales, so the checkout price is usually far lower. We do not receive the live sale price, so we do not guess it — open the course to see today's.
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