All Posts in ML GPT-1 Oct 10, 2024 ml / papers Transformer Oct 3, 2024 ml / papers Evaluation in NLP Sep 23, 2024 ml / transformer Transformer Sep 20, 2024 ml / transformer Tokenizing Sep 12, 2024 ml / transformer Self Attention Sep 10, 2024 ml / transformer Seq2Seq Sep 6, 2024 ml / transformer RNN and Attention Sep 4, 2024 ml / transformer RNN and its cons Sep 1, 2024 ml / transformer RNN and its pros Sep 1, 2024 ml / transformer EfficientNet Aug 15, 2024 ml / papers MobileNet V3 Aug 11, 2024 ml / papers MobileNet V2 Aug 7, 2024 ml / papers SENet Aug 3, 2024 ml / papers MobileNet V1 Jul 30, 2024 ml / papers ResNeXt Jul 26, 2024 ml / papers DenseNet Jul 24, 2024 ml / papers WideResNet Jul 20, 2024 ml / papers Pre-Act. ResNet Jul 18, 2024 ml / papers Inception V2/V3 Jul 15, 2024 ml / papers ResNet Jul 12, 2024 ml / papers Inception V1 Jul 10, 2024 ml / papers VGGNet Jul 7, 2024 ml / papers R-CNN Jul 3, 2024 ml / papers mAP May 27, 2024 ml / object_detection Soft-NMS May 26, 2024 ml / object_detection IoU & NMS May 25, 2024 ml / object_detection Selective Search May 24, 2024 ml / object_detection Sliding Window May 22, 2024 ml / object_detection Concepts of Object Detection May 21, 2024 ml / object_detection Attention May 16, 2024 ml / dl_theory Seq2Seq May 15, 2024 ml / dl_theory RNN Back Propagation May 14, 2024 ml / dl_theory RNN May 14, 2024 ml / dl_theory CNN Summary May 13, 2024 ml / dl_theory VGGNet May 12, 2024 ml / dl_theory CNN Feature Map May 11, 2024 ml / dl_theory Padding, Pooling, Striding May 10, 2024 ml / dl_theory CNN with 3D input May 9, 2024 ml / dl_theory CNN Feature Extraction May 9, 2024 ml / dl_theory CNN May 8, 2024 ml / dl_theory Regularization May 7, 2024 ml / dl_theory Dropout May 6, 2024 ml / dl_theory Overfitting & Data Augmentation May 6, 2024 ml / dl_theory Loss Landscape / Skip-Connection May 5, 2024 ml / dl_theory Batch Normalization May 3, 2024 ml / dl_theory Vanishing Gradient May 2, 2024 ml / dl_theory ReLU May 2, 2024 ml / dl_theory Universal Approximation Theorem May 1, 2024 ml / dl_theory Multi-class Classification Apr 30, 2024 ml / dl_theory Neural Network is MLE machine Apr 29, 2024 ml / dl_theory MSE vs. Likelihood Apr 28, 2024 ml / dl_theory Perceptron Apr 27, 2024 ml / dl_theory Binary Classification (Sigmoid) Apr 27, 2024 ml / dl_theory Back Propagation with Matrix Derivatives Apr 26, 2024 ml / dl_theory Back Propagation Apr 25, 2024 ml / dl_theory MLP & Non-Linearity Apr 24, 2024 ml / dl_theory K-fold Cross Validation Apr 23, 2024 ml / dl_theory Train, Valid, Test Apr 23, 2024 ml / dl_theory Adam Apr 22, 2024 ml / dl_theory Momentum vs. RMSProp Apr 22, 2024 ml / dl_theory Mini-Batch SGD Apr 21, 2024 ml / dl_theory Stochastic Gradient Descent Apr 21, 2024 ml / dl_theory Weight Initialization Apr 20, 2024 ml / dl_theory Gradient Descent Apr 20, 2024 ml / dl_theory Linear Regression Apr 19, 2024 ml / dl_theory Neural Network Apr 19, 2024 ml / dl_theory Information Theory Apr 13, 2024 ml / math Maximum A Posteriori Apr 12, 2024 ml / math Maximum Likelihood Estimation Apr 12, 2024 ml / math Uniform and Normal Distribution Apr 11, 2024 ml / math Mean and Variance Apr 11, 2024 ml / math Random Variable and Probability Distribution Apr 11, 2024 ml / math Vector derivative respect to Matrix Apr 10, 2024 ml / math Matrix derivative respect to Matrix Apr 10, 2024 ml / math Scalar derivative respect to Matrix Apr 9, 2024 ml / math Vector derivative respect to vector (Chain Rule) Apr 8, 2024 ml / math Vector derivative respect to vector Apr 8, 2024 ml / math Gradients Apr 7, 2024 ml / math Scalar derivative respect to vector Apr 6, 2024 ml / math MacClaurin & Taylor Expansion Apr 5, 2024 ml / math Partial Derivative Apr 4, 2024 ml / math Chain Rule Apr 4, 2024 ml / math Derivative Apr 4, 2024 ml / math Limits Apr 3, 2024 ml / math Transpose & Dot Product Apr 2, 2024 ml / math Vector & Matrix Apr 2, 2024 ml / math Logarithmic Function Apr 1, 2024 ml / math Function Apr 1, 2024 ml / math