Machine Learning Engineer Certification Program (CMLE)

• $120,000: The average salary of a certified Machine Learning Engineer in the United States.
• 140,000+: Job postings in ML Engineering across the USA.
• 45% Growth by 2030: The field is experiencing rapid expansion, significantly outpacing other sectors.

• Machine Learning Engineer
• Deep Learning Engineer
• AI SpecialistThe U.S. Bureau of Labor Statistics anticipates a 31% growth in ML Engineer roles over the next decade, reflecting the increasing demand for expertise in AI-driven solutions.

• Introduction to Machine Learning Paradigms

• Key Machine Learning Use Cases and Real-World Applications

• Setting Up the ML Environment: Python, Anaconda, and Jupyter Notebooks

• Linear Algebra: Matrices, Vectors, Eigenvalues, and Eigenvectors

• Calculus: Derivatives, Gradients, and Optimization Techniques

• Probability and Statistics: Probability Distributions, Bayesian Inference

• Regression Models: Linear, Logistic, Ridge, and Lasso

• Classification Algorithms: Decision Trees, Random Forest, SVMs

• Evaluation Metrics: Accuracy, Precision, Recall, F1 Score, ROC Curves

• Clustering Techniques: K-Means, Hierarchical Clustering, DBSCAN

• Dimensionality Reduction: PCA, t-SNE, LDA

• Anomaly Detection: Gaussian Mixture Models, Isolation Forests

• Neural Networks: Feedforward and Backpropagation

• Convolutional Neural Networks (CNNs) and Their Applications

• Recurrent Neural Networks (RNNs), LSTMs, and GRUs

• Introduction to Big Data Tools: Apache Spark, Hadoop

• Using TensorFlow Extended (TFX) for Large Scale ML

• Deploying ML Models on Cloud Platforms: AWS SageMaker, Azure ML Studio

• Building and Optimizing ML Pipelines

• Continuous Integration and Deployment (CI/CD) for ML Models

• Model Performance Monitoring and Management

• Choose a Domain-Specific Problem (Finance, Healthcare, Retail)

• Develop an End-to-End ML Solution (Data Collection, Modeling, Deployment)

• Present the Solution with Detailed Documentation and Performance Analysis

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It really helped me for my project.

Student, MIT ADT University

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Nicely planned with relevant topics and experts.Nicely organized

Academicians, Mumbai Veterinary College

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Joined for the further training program, Excellent and Helpful, thanks.

Professor, Shri Shivaji Education Society Amravati’s College of Engineering & Technology