This content originally appeared on DEV Community and was authored by MD Ashik
[# AI & Machine Learning Premium Course for Free – Learn Everything Step by Step ]
What You Will Learn in This Course
1. Introduction to AI & Machine Learning
- Understanding AI and its real-world applications
- Difference between AI, Machine Learning, and Deep Learning
- History and evolution of AI
2. Python for AI & Machine Learning
- Basics of Python programming
- Essential libraries: NumPy, Pandas, Matplotlib, Seaborn
- Data manipulation and visualization
3. Data Preprocessing & Feature Engineering
- Cleaning and handling missing data
- Data normalization and standardization
- Feature selection and dimensionality reduction
4. Supervised Learning Algorithms
- Linear Regression, Logistic Regression
- Decision Trees and Random Forests
- Support Vector Machines (SVM)
- Model evaluation and performance metrics
5. Unsupervised Learning Algorithms
- K-Means Clustering
- Principal Component Analysis (PCA)
- Anomaly detection
6. Deep Learning & Neural Networks
- Introduction to Neural Networks
- Building Deep Learning models with TensorFlow and Keras
- Convolutional Neural Networks (CNN) for image recognition
- Recurrent Neural Networks (RNN) for sequential data
7. Natural Language Processing (NLP)
- Text preprocessing techniques
- Sentiment analysis and text classification
- Transformers and Large Language Models (LLMs)
8. AI for Real-World Applications
- AI in Healthcare, Finance, and Marketing
- Deploying AI models in production
- Ethics and Bias in AI
9. Hands-on Projects & Certifications
- Real-world projects for portfolio building
- Best AI certifications for career growth
- Job opportunities and freelancing in AI
This free premium course covers everything you need to become an AI and machine learning expert. 🚀
This content originally appeared on DEV Community and was authored by MD Ashik
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MD Ashik | Sciencx (2025-02-05T10:27:29+00:00) AI & Machine Learning Premium Course for Free – Learn Everything Step by Step. Retrieved from https://www.scien.cx/2025/02/05/ai-machine-learning-premium-course-for-free-learn-everything-step-by-step/
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IEEE" » AI & Machine Learning Premium Course for Free – Learn Everything Step by Step." MD Ashik | Sciencx [Online]. Available: https://www.scien.cx/2025/02/05/ai-machine-learning-premium-course-for-free-learn-everything-step-by-step/. [Accessed: ]
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