└── README.md /README.md: -------------------------------------------------------------------------------- 1 | # Deep-Learning Notes 2 | 3 | 4 | ![Deep_Learning](https://github.com/sachinkumar1609/100-Days-of-Deep-Learning/assets/103982094/95c96cc9-f324-4cea-93b0-fd165c1f5f83) 5 | 6 | 7 | 8 | 9 | |Daywise| Blog | 10 | |-|-| 11 | |Day1 ( Machine Learning vs Deep Learning )| [Explanation Link](https://x.com/Sachintukumar/status/1755284231515967579?s=20) 12 | |Day2 ( Types of Neural Network )| [Explanation Link](https://x.com/Sachintukumar/status/1755659435073302958?s=20) 13 | |Day3 ( What is Perceptron & Perceptron vs Neuron )| [Explanation Link](https://x.com/Sachintukumar/status/1756340578697281716?s=20) 14 | |Day4 ( Perceptron Trick )| [Explanation Link](https://x.com/Sachintukumar/status/1756649343933911406?s=20) 15 | |Day5 ( Perceptron Loss Function & It's Limitation )| [Explanation Link](https://x.com/Sachintukumar/status/1758208993372356994?s=20) 16 | |Day6 ( Multilayer Perceptrons )| [Explanation Link](https://x.com/Sachintukumar/status/1758734882896068729?s=20) 17 | |Day7 ( Forward Propagation )| [Explanation Link](https://x.com/Sachintukumar/status/1758897570263470362?s=20) 18 | |Day8 ( Customer Churn #Prediction Using ANN )| [Explanation Link](https://x.com/Sachintukumar/status/1759636609543381132?s=20) 19 | |Day9 ( Handwritten-Digit-Classification using ANN )| [Explanation Link](https://x.com/Sachintukumar/status/1760002907221655872?s=20) 20 | |Day10 ( Admission Prediction using ANN )| [Explanation Link](https://x.com/Sachintukumar/status/1760350716898812318?s=20) 21 | |Day11 ( Loss Function )| [Explanation Link](https://x.com/Sachintukumar/status/1760715405730173270?s=20) 22 | |Day12 ( BackPropagation )| [Explanation Link](https://x.com/Sachintukumar/status/1762894827195392087?s=20) 23 | |Day13 ( Multilayer Perceptron Memoization )| [Explanation Link](https://x.com/Sachintukumar/status/1763253513835221425?s=20) 24 | |Day14 ( Gradient Descent & Vectorization )| [Explanation Link](https://x.com/Sachintukumar/status/1763897818257985934?s=20) 25 | |Day15 ( Vanishing & Exploding Gradient Problem )| [Explanation Link](https://x.com/Sachintukumar/status/1764182164504187117?s=20) 26 | |Day16 ( Early Stopping in Neural Network )| [Explanation Link](https://x.com/Sachintukumar/status/1764678995361268047?s=20) 27 | |Day17 ( Data Scaling in Neural Network )| [Explanation Link](https://x.com/Sachintukumar/status/1765066624820977951?s=20) 28 | |Day18 ( Dropout Layer 🧬 )| [Explanation Link](https://x.com/Sachintukumar/status/1765428888128344472?s=20) 29 | |Day19 ( Regularization )| [Explanation Link](https://x.com/Sachintukumar/status/1765767487768150294?s=20) 30 | |Day20 ( Activation Function )| [Explanation Link](https://x.com/Sachintukumar/status/1766513253918683477?s=20) 31 | |Day21 ( Weight Initialization )| [Explanation Link](https://x.com/Sachintukumar/status/1767246123515969981?s=20) 32 | |Day23 ( Optimizer 🎚️ )| [Explanation Link](https://x.com/Sachintukumar/status/1767961775386005635?s=20) 33 | |Day24 ( Exponentially Weighted Moving Average EWMA )| [Explanation Link](https://x.com/Sachintukumar/status/1768682747026145650?s=20) 34 | |Day25 ( Stochastic Gradient Descent (SGD) with Momentum )| [Explanation Link](https://x.com/Sachintukumar/status/1769040008529490201?s=20) 35 | |Day26 ( Nesterov Accelerated Gradient (NAG) Optimizer )| [Explanation Link](https://x.com/Sachintukumar/status/1769324295313109370?s=20) 36 | |Day27 ( AdaGrad Optimization )| [Explanation Link](https://x.com/Sachintukumar/status/1769695137934774474?s=20) 37 | |Day28 ( RMSProp Optimizer & Adam Optimizer )| [Explanation Link](https://x.com/Sachintukumar/status/1770144746846949665?s=20) 38 | |Day29 ( Keras Tuner & Hyperparameter Tuning )| [Explanation Link](https://x.com/Sachintukumar/status/1770495690256306433?s=20) 39 | |Day30 ( Convolutional Neural Network )| [Explanation Link](https://x.com/Sachintukumar/status/1770868261808140467?s=20) 40 | |Day31 ( Convolution Operation )| [Explanation Link](https://x.com/Sachintukumar/status/1771442217015443555?s=20) 41 | |Day32 ( Padding & Strides )| [Explanation Link](https://x.com/Sachintukumar/status/1771806525448708534?s=20) 42 | |Day33 ( Pooling Layer )| [Explanation Link](https://x.com/Sachintukumar/status/1772270086495092896?s=20) 43 | |Day34 ( CNN Architecture & CNN vs ANN )| [Explanation Link](https://x.com/Sachintukumar/status/1772657013597651050?s=20) 44 | |Day35 ( Backpropagation in CNN )| [Explanation Link](https://x.com/Sachintukumar/status/1773038218625077372?s=20) 45 | |Day36 ( Data Augmentation )| [Explanation Link](https://x.com/Sachintukumar/status/1773962109958705224?s=20) 46 | |Day37 ( Pre-trained Model in CNN )| [Explanation Link](https://x.com/Sachintukumar/status/1807015338912973077) 47 | |Day38 ( Visualize Filters and Feature Maps in CNN )| [Explanation Link](https://x.com/Sachintukumar/status/1807445892003209444) 48 | |Day39 ( Transfer Learning )| [Explanation Link](https://x.com/Sachintukumar/status/1808932587399684147) 49 | |Day 40 ( Keras Functional Model )| [Explanation Link](https://x.com/Sachintukumar/status/1809571942548013517) 50 | |Day 41 ( Recurrent Neural Network (RNN) )| [Explanation Link](https://x.com/Sachintukumar/status/1810370725561381177) 51 | |Day 42 ( RNN Architecture & Forward Propagation )| [Explanation Link](https://x.com/Sachintukumar/status/1813253041262620897) 52 | |Day 43 ( Backpropagation in RNN & Problems with RNN )| [Explanation Link](https://x.com/Sachintukumar/status/1815008274757931218) 53 | |Day 44 ( Understanding LSTM Networks )| [Explanation Link](https://x.com/Sachintukumar/status/1824084455293902897) 54 | |Day 45 ( Gated Recurrent Unit (GRU) )| [Explanation Link](https://x.com/Sachintukumar/status/1833162505142595626) 55 | |Day 46 ( Deep Recurrent Neural Network (Deep RNN) )| [Explanation Link](https://x.com/Sachintukumar/status/1837498983922475362) 56 | |Day 47 ( BiDirectional RNN (Bi-RNNs)) | [Explanation Link](https://x.com/Sachintukumar/status/1839639446771105890) 57 | |Day 48 ( The Epic History of #LLMs : Journey from RNNs to ChatGPT )) | [Explanation Link](https://x.com/Sachintukumar/status/1840398980053651822) 58 | |Day 49 ( Encoder Decoder & Sequence-to-Sequence Architecture )) | [Explanation Link](https://x.com/Sachintukumar/status/1871166199335383155) 59 | --------------------------------------------------------------------------------