#:Convolutional Neural Network in  Deep Learning|MachineLearning |Architecture of CNN|Hostbox cse

This video is very useful for learn Deep learning Lecture by Nagarajan.S What is CNN? A Convolutional Neural Network (CNN) is a type of Deep Learning neural network architecture commonly used in Computer Vision. Computer vision is a field of Artificial Intelligence that enables a computer to understand and interpret the image or visual data.  It is a kind of network architecture for deep learning algorithms and is specifically used for image recognition and tasks that involve the processing of pixel data Architecture Layers:Convolutional Layer: Applies filters or kernels to scan inputs and create feature maps.Pooling Layer: Downsamples spatial dimensions (Max pooling, Average pooling) to reduce parameters.Fully Connected (Dense) Layer: Integrates high-level features for final classification.Hyperparameters & Operations:Kernel / Filter: A small matrix that slides over the input to extract patterns like edges and textures.Stride: The step size of the kernel as it moves across the image.Padding: Adding border pixels to preserve spatial dimensions.Activation Function: Non-linear functions like ReLU (Rectified Linear Unit) that map negative values to zero #Tutorial for Machine Learning    • #Lec 2: Machine Learning Life cycle|#Tutor...   #Tutorial for DBMS(GATE/UGC/NET/ALL UNIV)    • #Tutorial for Operating System   #Tutorial for Computer Networks(GATE/UGC/NET)    • #Tutorial for Computer networks   #Tutorial for Java Beginners(GATE/UGC/NET)    • #Tutorial for  Java Beginners   #Tutorial for C programming(GATE/UGC/NET)    • #Tutorial for C  Programming   #Tutorial for Artificial Intelligence(GATE/UGC/NET)    • #Tutorial for Artificial Intelligence   #Tutorial for Computer Organization/Architecture(GATE/UGC/NET)    • computer organization/architecture  GATE a...   #Tutorial for Python Beginners    • Tutorial  for  Python Beginners   #Tutorial for Python Interview Q& A by Mr.Uday    • #tutorial for Python Interview Q& A by Mr....   #Tutorial for Computer Organization(GATE/UGC/NET)    • Computer Organization(JNTUA R-15,R-19 All ...   #Carrier Tips For B.tech Freshers    • #Careertips  for   B.Tech  freshers( part-...   Thanks For Watching. You can follow and Like us on following social media. facebook: nagarajanhostboxcse LinkedIn-nag1984rajan@gmail.com