### Course Overview
- **Course Title:** Artificial Intelligence Journey: Beginner to Pro
- **Instructor:** Muhammad Usman Mallick (Data Science Academy)
- **Target Audience:**
- Beginners with no prior AI experience
- Students and professionals looking to upskill in **AI**, **Machine Learning**, and **Deep Learning**
- Developers and analysts aiming to transition into **AI-driven roles**
- Entrepreneurs seeking to implement **AI solutions** in business
- **Prerequisites:**
- Basic **computer literacy** (software installation, simple commands)
- Fundamental **Python knowledge** (helpful but not mandatory)
- Access to a **laptop/desktop with internet** for hands-on labs
- Willingness to experiment with **AI projects**
### Curriculum Highlights
- **Key Topics Covered:**
- **Core AI concepts**: **Machine Learning (ML)**, **Deep Learning (DL)**, **Neural Networks**
- **Python for AI**: **NumPy**, **Pandas**, **TensorFlow**, **PyTorch**, **scikit-learn**
- **Computer Vision**: **Convolutional Neural Networks (CNNs)**, image recognition systems
- **Natural Language Processing (NLP)**: Chatbots, text analysis, sentiment detection
- **Generative AI**: Model training for content generation
- **Model Evaluation & Optimization**: **Accuracy**, **precision**, **recall**, **F1-score**, **hyperparameter tuning**
- **AI Ethics**: Bias mitigation, transparency, fairness in **AI development**
- **Deployment**: **Flask**, **Streamlit**, cloud platforms (**AWS**, **Azure**, **Google Cloud**)
- **Key Skills Learned:**
- Building and training **predictive AI models** from scratch
- Solving real-world problems with **Computer Vision** and **NLP**
- Developing **end-to-end AI applications** with deployment pipelines
- Evaluating and optimizing **ML/DL models** for performance
- Designing **ethical and responsible AI systems**
- Deploying AI models on **cloud platforms** and local servers
### Course Format
- **Duration:** 4.5 hours of **on-demand video**
- **Format:** **Self-paced online course** with lifetime access
- **Resources:**
- 8 **downloadable articles**
- Hands-on **coding labs** and **guided exercises**
- **End-to-end AI projects** (image recognition, chatbots, predictive analytics)
- **Certificate of completion**
- Accessible on **mobile and TV**
### Special Offer (If Applicable)
- **Limited Time Coupon Code:** N/A
