Enroll Course: https://www.udemy.com/course/python-ile-makine-ogrenimi/
Embark on a journey into the exciting world of Artificial Intelligence and Machine Learning with the “Python ile Yapay Zeka Projeleri Machine & Deep Learning” course on Udemy. This isn’t just another introductory course; it’s a hands-on, project-driven experience designed to equip you with practical skills and a broadened vision for AI applications.
What sets this course apart is its ambitious scope. It covers a vast array of Machine Learning and Deep Learning concepts, often spread across multiple courses, through a series of real-world projects. The curriculum dives deep into advanced terminology and parameters, making it ideal for those who want to move beyond the basics. For newcomers to AI concepts and terminology, the instructor wisely recommends a prerequisite course on Prompt Engineering with ChatGPT and DALL-E, ensuring a solid foundation for tackling the more complex topics presented here.
The course content is meticulously structured to cater to students eager to specialize in AI and Machine Learning through practical application. Leveraging datasets from Kaggle, the premier platform for AI data, you’ll work with cutting-edge and scientifically relevant data. The course also provides essential refreshers on Python libraries crucial for AI, such as Pandas, NumPy, and Matplotlib, all within the user-friendly Jupyter Notebook environment.
Each section is designed for clarity and efficiency, providing sufficient detail without overwhelming students. You’ll start with essential setup, including Anaconda, Python, Jupyter Notebook, and key AI libraries like TensorFlow and Keras, alongside an introduction to Kaggle. Subsequent sections build your understanding of foundational statistical concepts and outlier detection techniques.
The project portfolio is truly impressive, ranging from beginner to advanced levels:
**Introductory & Intermediate Projects:**
* Predicting Diabetes using Patient Analysis Data
* Real Estate Price Prediction
* Salary Scale Calculation for HR
* IRIS Flower Analysis with PCA
* AI-Powered Job Application Evaluation
* AI-Driven Customer Segmentation
**Advanced Projects:**
* **IMDB Film Recommendation System:** Build a Netflix-like system to recommend movies based on user preferences.
* **Handwriting Recognition Software:** Develop a system to automatically recognize handwritten text in photos using multiple ML models.
* **IMDB Sentiment Analysis (NLP):** Analyze movie reviews to classify sentiment as positive or negative.
* **Advanced Customer Segmentation:** Utilize an advanced MIT-developed library for complex customer data clustering.
* **San Francisco Crime Geographical Clustering:** Analyze crime data using geographical coordinates and K-Means clustering.
* **Image Recognition & Classification (CNN & ANN):** Automatically identify and classify images using TensorFlow and Keras.
* **Airline Passenger Number Prediction (Time Series with LSTM):** Forecast passenger numbers using time series analysis with Keras LSTM.
* **Image Classification with Transfer Learning (InceptionResNetV2):** Leverage pre-trained models for image classification tasks.
* **Military Aircraft Type Detection in Satellite Imagery:** Classify military aircraft from satellite images using custom datasets and pre-trained models.
* **Audio Signal Processing for Deep Learning:** Prepare audio data (MFCC calculation) for AI analysis, with custom dataset compatibility.
* **Audio Recognition & Classification (Tensorflow-Keras):** Build a CNN model to recognize and classify audio files.
The course has received stellar reviews, with students praising its comprehensive content and clear explanations. As one student noted, “I think it’s a great course for those interested. The content is exactly what I wanted. It’s explained understandably. Additional resources are especially good…” This sentiment is echoed by many, highlighting the course’s effectiveness in delivering practical AI knowledge.
Upon completion, you’ll have hands-on experience with a wide range of AI concepts and projects, backed by a digital certificate from Udemy. If you’re serious about building a career in AI and Machine Learning, this course offers a robust and project-focused pathway to achieving your goals.
Enroll Course: https://www.udemy.com/course/python-ile-makine-ogrenimi/