Multi Class Image Classification using CNN: Training, Accuracy, Precision, F1 Score|Confusion matrix

#MuticlassimageClassification #confusionmatrix #CNN_Algorithm createDatabse #create_Table #Master the fundamentals of Deep Learning with this step-by-step tutorial on building and evaluating a Multi-Class Image Classification model using Convolutional Neural Networks (CNN). In this video, we walk through the entire pipeline—from setting up your environment in Google Colab to performing advanced manual calculations for model performance metrics. 🚀 What You Will Learn: 1. Data Preparation and Preprocessing Connecting Google Drive to Google Colab. Importing essential Python libraries like TensorFlow, Keras, and Matplotlib. Handling image datasets: Resizing, RGB conversion, and normalization. 2. Building the CNN Model Architecture Understanding the Sequential API. Implementing Convolutional Layers, Max Pooling, and Dropout Layers to prevent overfitting. Configuring the output layer for multi-class classification using the Softmax activation function. 3. Model Training and Optimization Setting up hyperparameters: Batch size, Epochs, and the Adam Optimizer. Visualizing training history through Accuracy vs. Loss graphs. 4. Advanced Performance Evaluation (Manual Calculation) Generating and interpreting a Confusion Matrix. Step-by-step manual calculation of: True Positives, False Positives, True Negatives, and False Negatives. Overall Model Accuracy. Sensitivity and Specificity. Precision and Recall. F1-Score. 🛠 Tools and Technologies Used: Language: Python Environment: Google Colab / Google Drive Libraries: TensorFlow, Keras, NumPy, Matplotlib, Scikit-learn Connect and Support: If you found this tutorial helpful, please Like, Share, and Subscribe to Computskill for more deep learning, Java, and Python programming content! Subscribe here: https://www.youtube.com/@Computskill #DeepLearning #CNN #ImageClassification #TensorFlow #MachineLearning #DataScience #PythonTutorial #ConfusionMatrix #F1Score #AI #Computskill https://www.youtube.com/watch?v=PoRcvT3gG08 -~-~~-~~~-~~-~- 2. Programming & Software Development Python Programming, C++, Learn C++ in Amharic, Python for Beginners, Data Structures, Algorithms, Coding Projects, Machine Learning, Deep Learning, Artificial Intelligence, CNN, KNN, SVM, NLP, Computer Vision, Image Processing, SDLC, Backend, Frontend, Web Development Ethiopia, Mobile App Development, GitHub, Coding Bootcamp, Interview Prep, Competitive Programming, OOP, NumPy, Pandas, Matplotlib, TensorFlow, PyTorch, AI Model Training, Clean Code, Automation, Web Scraping, SQL, NoSQL, Database Systems, Operating Systems, Computer Architecture, VLSI, Embedded Systems, Networking, Cybersecurity, Ethical Hacking Amharic, Cloud Computing, DevOps, QA. 3. AI & Future Technology AI 2025, Future of AI, AI in Ethiopia, AI Ethics, Generative AI, LLM, ChatGPT Amharic, AI Studio, Robotics, Neural Networks, AI Trends, Automation, Smart Tech, AI for Business, AI Tools, AI Image Generation, AI Video Editing, Digital Transformation, 4IR, Tech News Ethiopia, AI Research, Data Science Ethiopia, Data Analytics, Big Data, Quantum Computing, Edge Computing, IoT, Smart Home, AI in Medicine/Agriculture, Virtual Reality, Metaverse, Blockchain, Cryptocurrency Ethiopia, Web3. 4. Academic & Exit Exam Prep Ethiopian Exit Exam, Computer Science Exit Exam, Software Engineering Exit Exam, MoE Ethiopia, University Students, Exit Exam Questions, CS MCQ, Database Exit Exam, Networking Prep, OS Review, University Life Ethiopia, Freshman Courses, ASTU, AAiT, BDU, UoG, MU, JU, Study Tips Amharic, Higher Education Ethiopia, Graduation 2025, Career Guidance, Internships, Tech Jobs Ethiopia, TVET, Thesis Writing, Capstone Project, STEM Ethiopia, Girls in Tech, Digital Education Policy. 5. Ethiopian Culture, Music & Events Gonder Music, Traditional Dance, Amhara Culture, Ethiopian Wedding, Debre Tabor, South Gonder, Mezmur Amharic, Tewahedo, Timkat Gonder, Meskel, Ethiopian Holidays, Fasika, Enkutatash, Teddy Afro, Veronica Adane, New Ethiopian Music 2025, Bahir Dar Poly, Gibi Gubae, Orthodox Church, Ethiopian History, Adwa, Emperor Tewodros, Gonder Castles, Fasil Ghebbi, Tourism, Amharic Vlog, Rural Life, Habesha Kemis, Food, Coffee Ceremony, Viral Ethiopia, TikTok Ethiopia, EBS, Fana, EBC, Walta, Arts TV, Haset Dereje, Azmari Bet, Masinko, Kirar, Eskista, Gojjam, Wollo, Gurage, Oromia, Tigray, Unity, Addis Ababa, Adama, Hawassa. 6#HowTo #Tutorial #FutureTech #DigitalNomad #OnlineIncome #TechTips #ComputerScience #SoftwareEngineer #Innovation #AfricaTech.