Machine Learning Course Training In Noida
Machine Learning Course Training In Noida
Best Machine Learning Course Training In Noida- 100% Job Oriented Course
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- 40 Weeks, 2 hr/day (flexible schedule)
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Machine Learning Course Training In Noida
Machine Learning Course Syllabus for Eklort Services
Chapter 1: Understanding Machine Learning
- What is Machine Learning?
- History and evolution of Machine Learning
- Types of Machine Learning: Supervised, Unsupervised, and Reinforcement Learning
- Applications of Machine Learning in various industries
- Career opportunities in Machine Learning
- Introduction to Python
- Setting up the Python environment (Anaconda, Jupyter)
- Python syntax and basic operations
- Libraries for ML: NumPy, Pandas, Matplotlib
- Types of data: Structured and Unstructured
- Handling missing data
- Encoding categorical data
- Data normalization and standardization
- Descriptive statistics
- Visualizing data using Matplotlib and Seaborn
- Feature selection and engineering
- Linear Regression
- Polynomial Regression
- Ridge and Lasso Regression
- Evaluation metrics for regression: MSE, RMSE, R²
- Logistic Regression
- Decision Trees
- Random Forest Classifier
- Support Vector Machines (SVM)
- K-Nearest Neighbors (KNN)
- Model evaluation metrics: Confusion Matrix, Precision, Recall, F1-Score
- K-Means Clustering
- Hierarchical Clustering
- DBSCAN (Density-Based Spatial Clustering)
- Principal Component Analaysis (PCA)
- Singular Value Decomposition (SVD)
- t-SNE for data visualization
- Microservices Architecture with Spring Boot
- Docker and Containerization for Java Applications
- Cloud Deployment (AWS, Azure, Google Cloud)
- Reactive Programming with Spring WebFlux
- Basics of neural networks and their architecture
- Introduction to Deep Learning
- Building simple Neural Networks using Keras and TensorFlow
- Activation functions and backpropagation
- Text preprocessing: Tokenization, Lemmatization
- Sentiment Analysis
- Bag of Words, TF-IDF, Word2Vec
- Building a text classifier
- Understanding time series data
- ARIMA models
- Seasonal Decomposition
- Forecasting future trends
- Hyperparameter tuning with GridSearchCV
- Cross-validation techniques
- Avoiding overfitting and underfitting
- Deploying models with Flask and Heroku
- Introduction to cloud deployment (AWS, GCP)
- Monitoring model performance in real-time
- Build a machine learning model for real-world applications (Healthcare, Finance, Retail, etc.)
- Work on end-to-end ML projects, from data collection to deployment
- Case studies of successful machine learning implementations in various industries
Certification & Assessments
- Weekly assignments and quizzes
- Final project assessment
- Certification of completion from Eklort
Machine Learning Course in Noida
Perks of the program
- Assured Minimum Package Starting from INR 5 LPA
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- 300K+ Professionals Trained
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- Weekly mentorship sessions
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- 3 Months Internship Certificate
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India’s #1 Machine Learning Training Institute In Noida
