Data Science with Machine Learning

Unleash the potential of data with the fusion of Data Science and Machine Learning, revolutionizing industries and driving innovation by SCAI

Skills You Will Gain









This course includes

Syllabus Overview

Data Science with Machine Learning

  • Understanding Python syntax, basic operators, data types.
  • Using if-else, loops, and functions in Python.
  • Reading, writing, and manipulating files.
  • Exploring lists, sets, dictionaries, tuples.
  • Classes, objects, inheritance, polymorphism.
  • Try-except blocks, custom exceptions, and best practices.
  • DataFrame operations, data manipulation, and cleaning.
  • Array operations, matrix computations.
  • Creating plots, histograms, scatter plots
  • Basic and advanced SQL queries, joins, subqueries.
  • Introduction to MongoDB, document-based databases.
  • Using libraries like SQLAlchemy, PyMongo.
  • Matrix operations, eigenvalues, eigenvectors.
  • Gradients, partial derivatives, optimization.
  • Probability theory, descriptive and inferential statistics.
  • Handling missing values, outliers, data normalization.
  • Heatmaps, advanced plotting, interactive plots.
  • Deriving insights and hypotheses from visualizations.
  • Linear and logistic regression, model fitting.
  • Decision trees, SVM, Naive Bayes.
  • Accuracy, precision, recall, confusion matrix.
  •  K-means, hierarchical clustering.
  • PCA (Principal Component Analysis), t-SNE.
  • Apriori algorithm, market basket analysis.
  • Bagging, boosting, Random Forests.
  • Cross-validation, ROC-AUC, mean squared error.
  • Feature importance, model explainability techniques.
  • Bias-variance tradeoff.
  • Exploring hyperparameter tuning techniques.
  • Advanced techniques for hyperparameter optimization.
  • Neural networks, activation functions, backpropagation.
  • ARIMA models, seasonal decomposition.
  • Isolation Forest, DBSCAN.

Transform Your Skills: Enroll Now to Learn Data Science & Machine Learning

Join us and unlock the potential of intelligent systems with our Machine Learning courses. Enroll now to take the first step towards a future powered by data-driven intelligence.

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