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
NumPy
Pandas
Matplotlib
Scikit-learn
TensorFlow/PyTorch
Seaborn
SciPy
Statsmodels
This course includes
- 1 : 1 Session
- 100% Placement Assistance
- 24 Weeks
- Real TIme Project Training
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.
Accelerating Education in AI
Redefines Future of Success
Get In Touch
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- info@schoolofcoreai.com