jamesmurdza

00:00:02 yo hey everyone here we are from beautiful san francisco

00:00:06 i'm here with my boy kareem, what's up kareem the dream

00:00:22 today, we're excited and looking forward to this live stream

00:00:32 kareem talks about being tired of the marvel vs dc debate

00:03:03 kareem wishes to create another comic book animation and gaming distribution company

jamesmurdza

00:00:18 welcome all right go ahead

00:00:25 today we are going to be talking about new networks

00:00:32 we'll discuss the motivation behind why researchers started looking into new networks

00:00:44 initially, we will cover why these networks have shown impressive performance now and not earlier

00:01:01 we will build on that and delve into the mathematical background

jamesmurdza

00:00:11 we just started one second ago.

00:00:21 today we are going to be talking about new networks.

00:00:27 I'll provide the motivation behind why researchers started looking into new networks.

00:00:44 we'll discuss why new networks have shown impressive performance just now, not earlier.

00:01:01 we'll build from understanding their mathematical background to discussing forward and backward pass.

jamesmurdza

import torch
import torch.nn as nn
import torch.optim as optim

# Define the model class
class CustomModel(nn.Module):
    def __init__(self):
        super(CustomModel, self).__init__()
        # Define layers
        self.fc1 = nn.Linear(18, 10)  # First hidden layer

jamesmurdza

import tensorflow as tf

# Define the model using TensorFlow's low-level API
class CustomModel(tf.Module):
    def __init__(self):
        # Initialize weights for each layer
        self.dense1_weights = tf.Variable(tf.random.normal([18, 10]), name='dense1_weights')
        self.dense1_biases = tf.Variable(tf.zeros([10]), name='dense1_biases')

        self.dense2_weights = tf.Variable(tf.random.normal([10, 20]), name='dense2_weights')

jamesmurdza

import React from 'react';

import { getAvailability, formatDate, dateString, bookings, cancelBooking, registerBooking, accountInfo} from './api'

class BookingModal extends React.Component {

	recieveData = (data) => {
		if (data) {
		var bookingsData = data["msg"];
		this.setState({

jamesmurdza

import java.awt.*;
import java.awt.event.*;
import javax.swing.*;

public class Main extends JPanel implements ActionListener, KeyListener {
    private Timer timer;
    private int playerX, playerY, playerVelocityY;
    private boolean isJumping, isMovingLeft, isMovingRight;
    private static final int PLAYER_WIDTH = 50;
    private static final int PLAYER_HEIGHT = 50;

jamesmurdza

genai.configure(api_key=os.environ['GOOGLE_API_KEY'])

jamesmurdza

  // Select all forms on the page
  const forms = document.querySelectorAll('form');

  // Iterate over each form and attach a submit event listener
  forms.forEach(form => {
    form.addEventListener('submit', event => {
      event.preventDefault(); // Prevent the default form submission behavior
      
      // Get form data
      const formData = new FormData(form);

jamesmurdza

from http.server import BaseHTTPRequestHandler, HTTPServer
import json

class MyRequestHandler(BaseHTTPRequestHandler):
    def _set_headers(self, status_code=200, content_type='text/html'):
        self.send_response(status_code)
        self.send_header('Content-type', content_type)
        self.end_headers()

    def do_GET(self):