What is Transfer Learning? Types of Transfer Learning Pre-trained Models Fine-Tuning vs Feature Extraction Popular Architectures (ResNet, BERT, etc.) Transfer Learning in NLP Transfer Learning in Computer Vision Domain Adaptation Cross lingual Transfer Learning Advantages and Challenges Case Studies and Applications ...

Basics of Image Processing Digital Image Representation Filtering and Convolution Edge Detection Techniques Color Spaces and Histograms Morphological Operations Feature Extraction from Images Image Preprocessing for ML Applications In Medical, Surveillance, Industrial Conclusion Basics of Image Processing Image...

Introduction to Boosting Concept of AdaBoost in Machine Learning Weak Learners and Decision Stumps AdaBoost Algorithm Step-by-Step Weight Adjustment Mechanism Mathematical Formulation Application in Classification Overfitting and Regularization Real-World Use Cases Conclusion Introduction to Boosting Boosting is an...

What is Ensemble Learning? Bagging vs Boosting Random Forests AdaBoost Gradient Boosting Machines (GBM) XGBoost Overview Bias-Variance Reduction Practical Applications Model Selection in Ensembles Ensemble Techniques in Deep Learning Conclusion What Is Ensemble Learning? Ensemble learning is a powerful method...

What is Regularization? Overfitting vs Underfitting L1 Regularization (Lasso) L2 Regularization (Ridge) Elastic Net Dropout in Neural Networks Early Stopping Data Augmentation as Regularization Cross-validation with Regularization Impact on Model Generalization Regularization in Logistic and Linear Regression ...

Introduction to RBF Mathematical Formulation RBF vs Other Kernels RBF Networks in Machine Learning Hidden Layer and Gaussian Functions Training an RBF Network Applications in Classification Time Series and Function Approximation Hyperparameter Tuning in RBF Case Studies with RBF Conclusion Introduction to...

Financial Analysis Valuation Techniques Excel and PowerPoint Proficiency Industry Research Financial Modeling M&A Process Knowledge Communication and Presentation Skills Negotiation and Deal Structuring Networking and Relationship Building Time and Stress Management Understanding Regulatory Environment Conclusion ...

Overview of Analyst Role Base Salary and Bonus Structure Salary Progression by Experience Compensation Across Firms (IB, Boutique, Big 4) Regional Salary Differences Comparison with Other Finance Roles Lifestyle and Work Hours Pay During Training and Internships Exit Opportunities Real Analyst Salary Breakdowns ...

Introduction to Asset Management Institutional vs Retail Asset Management Asset Management Companies (AMCs) Portfolio Management Services (PMS) Asset Classes: Equity, Debt, Real Estate Fund Management Strategies NAV Calculation and Benchmarking Performance Evaluation and Ratios Regulatory Oversight (SEBI, AMFI) Trends in...

Relationship Management Role in Financial Services Importance in Investment Banking Client Segmentation Onboarding and Client Lifecycle CRM Tools and Platforms Communication Skills and Ethics Understanding Client Needs Cross-Selling and Upselling Strategies Conflict Resolution Building Long-Term Trust Conclusion ...