svpino

# !pip install llama-index monsterapi sentence_transformers --quiet

import os

from llama_index.llms import MonsterLLM
from llama_index import VectorStoreIndex, SimpleDirectoryReader, ServiceContext
from llama_index.embeddings import LangchainEmbedding
from langchain.embeddings import HuggingFaceEmbeddings
from sentence_transformers import SentenceTransformer

svpino

import torch
import peft
import transformers
from transformers import AutoTokenizer, AutoModelForCausalLM
from huggingface_hub.hf_api import HfFolder

ACCESS_TOKEN = "ENTER YOUR HUGGINGFACE ACCESS TOKEN HERE"

HfFolder.save_token(ACCESS_TOKEN)

svpino

import comet_ml

from pycaret.datasets import get_data
from pycaret.classification import *

comet_ml.init(project_name="pycaret")

dataset = get_data("titanic")
clf1 = setup(
    data=dataset,

svpino

import os
import assemblyai as aai
from pytube import YouTube

aai.settings.api_key = "INSERT YOUR API KEY HERE"
youtube_url = "https://www.youtube.com/watch?v=f94wKh70cOY"

# Let's download the YouTube video
youtube = YouTube(youtube_url)
audio = youtube.streams.filter(only_audio=True).first()

svpino

import requests
import json
from time import sleep

API_KEY = "INSERT YOUR API KEY HERE"
AUTHORIZATION = "INSERT YOUR AUTHORIZATION TOKEN HERE"

url = "https://api.monsterapi.ai/apis/add-task"
fetch_url = "https://api.monsterapi.ai/apis/task-status"

svpino

import openai

openai.api_key = "YOUR KEY GOES HERE"

def get_completion(messages):
    response = openai.ChatCompletion.create(
        model="gpt-3.5-turbo-0613",
        messages=messages,
        functions=[{
            "name": "fake",

svpino

import re
import asyncio
import os

from bs4 import BeautifulSoup
from bs4.element import NavigableString
from playwright.async_api import async_playwright

USERNAME = "USERNAME HERE"
PASSWORD = "PASSWORD HERE"

svpino

import re
import asyncio
from playwright.async_api import async_playwright


USERNAME = "TYPE YOUR USERNAME HERE"
PASSWORD = "TYPE YOUR PASSWORD HERE"
HOST = "zproxy.lum-superproxy.io:9222"

URL = "https://www.svpino.com/" # USE YOUR URL HERE

svpino

When Predictive Models Fail

Citations

• Ragheb, M. (2012, March 28). Fukushima Earthquake and Tsunami Station Blackout Accident
• Nuclear Chemistry: Lessons From The Fukushima Daiichi Disaster
• Fukushima nuclear disaster — Wikipedia
• The Signal and the Noise. Nate Silver
• Gutenberg-Richter law — Wikipedia
• List of earthquakes in Japan — Wikipedia

svpino

The Function That Changed Everything

Citations

• The first mention I found to ReLU is in Fukushima's paper from 1975: Cognitron: A self-organizing multilayered neural network | SpringerLink
• Nair and Hinton paper from 2010 make the case that ReLU preserves information during backpropagation Rectified Linear Units Improve Restricted Boltzmann Machines
• Why is the ReLU function not differentiable at x=0?
• Deep Learning with Python - François Chollet