Majestic Great Hornbill makes a rare coastal appearance in Kodungallur
In an exceptional event for local ornithologists, a Great Hornbill (Buceros bicornis) was recently sighted in the coastal town of Kodungallur, Kerala. The appearance of this majestic bird, far from its typical habitat, has generated considerable excitement and discussion among wildlife enthusiasts and conservation circles. The Great Hornbill, the state bird of Kerala, is primarily […]
Read MoreGoogle Web Guide: How It’s Reshaping The SERP And What It Means For Your SEO Strategy
For decades, the digital world has been defined by hyperlinks, a simple, powerful way to connect documents across a vast, unstructured library. Yet, the foundational vision for the web was always more ambitious. It was a vision of a Semantic Web, a web where the relationships between concepts are as important as the links between […]
Read MoreBasics of Linear Algebra for Machine Learning
Linear Algebra for MachineLearningSargur N. Sriharisrihari@cedar.buffalo.edu Importance of Linear Algebra in ML Topics in Linear Algebra for ML What is linear algebra? Why do we need to know it? Machine Learning Srihari Linear Algebra Topics – Scalars, Vectors, Matrices and Tensors– Multiplying Matrices and Vectors– Identity and Inverse Matrices– Linear Dependence and Span– Norms– Special […]
Read MoreLinear Algebra for Machine Learning
Topics in Linear Algebra for ML What is linear algebra? Machine Learning Srihari Vector Machine Learning SrihariMatrices Tensor Numpy library in Python for tensors– Zero-dimensional tensor Transpose of a Matrix Vectors as special case of matrix Matrix Addition Multiplying Matrices Multiplying Vectors Matrix Product Properties Linear Transformation Identity and Inverse Matrices Matrix Inverse Solving Simultaneous […]
Read MoreCenturies-old baobabs get fresh roots in Chengicherla forest
Hyderabad: In a rare ecological breakthrough, the Telangana forest department has identified around 21 naturally regenerated baobab saplings in Chengicherla forest. The discovery is particularly significant, as most baobabs in the country are believed to have been introduced by African settlers more than four centuries ago.Forest officials are now planning to translocate the saplings to […]
Read MoreANN Deep learning
activation : Softmax Sequential model Input layer will take image 28×28 then flatten into 784 pixels the model will add each layer then become Dense from tensorflow.keras import Sequentialfrom tensorflow.keras.layers import Dense,Flatten, Dropout, BatchNormalization,Activationfrom tensorflow.keras.initializers import HeNormalmodel = Sequential() ########## Input model.add(Flatten(input_shape = (28, 28))) # Input ################ Hidden1 model.add(Dropout((0.2))) model.add(Dense(128, activation = ‘relu’,kernel_initializer = HeNormal())) model.add(Dense(128,kernel_initializer = HeNormal())) # logits ############ Batch Norm model.add(BatchNormalization()) ########## Activation model.add(Activation(‘relu’)) # non linearity ################ Hidden2 model.add(Dropout((0.2))) model.add(Dense(128, activation = ‘relu’,kernel_initializer = HeNormal())) model.add(Dense(128,kernel_initializer = HeNormal())) # logits ############ Batch Norm model.add(BatchNormalization()) ########## Activation model.add(Activation(‘relu’)) # non linearity ############## Output layer model.add(Dense(10, activation = ‘softmax’,kernel_initializer = HeNormal()))/usr/local/lib/python3.11/dist-packages/keras/src/layers/reshaping/flatten.py:37: UserWarning: Do not pass an input_shape/input_dim argument to a […]
Read MoreUNESCO Youth Hackathon 2025
Theme: Youth Leading the Way – Building MIL Solutions for ImpactEvent Date: 23–24 October 2025Location: Cartagena, ColombiaApplication Status: Open for RegistrationTarget Audience: Youth aged 18–30 Overview UNESCO has launched the 2025 edition of its Youth Hackathon, a central initiative of Global Media and Information Literacy (MIL) Week, aimed at empowering young people to address pressing challenges in today’s complex digital information ecosystem. The […]
Read MoreExplore Telangana’s mini Goa just 4 hours from Hyderabad
Vizag Colony sits on the backwaters of the Nagarjuna Sagar Dam, about 150 km from Hyderabad This year, Independence Day is falling on a Friday, giving India a coveted three-day weekend from August 15 to 17. For many, it is the perfect opportunity to break away from daily routines, trade traffic for open skies, and […]
Read MoreThis Engineer Grew a Garden With a Rs 2.5 Lakh Mango, 1,000-Petal Lotus & 400 Rare Plants
For Subrat Nath, going on a shopping spree equals visiting plant nurseries. He considers this as one of the most upbeat activities for him. On one such trip, the florist there introduced him to a sapling that was said to produce the world’s costliest mangoes – Miyazaki! “The rare mango is native to Miyazaki city in Japan. […]
Read MoreIndependence Day 2025: Tiranga, Operation Sindoor banner soar above Red Fort – video
NEW DELHI: The Red Fort, on the occasion of 79th Independence Day, became a centre stage to hail the success of Operation Sindoor, which was conducted by armed forces targeting terror sites in Pakistan and PoK. As PM Modi arrived at the Red Fort to address the nation, two Mi-17 helicopters flew above the historic place, showering […]
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