01 Fundamentals of Quantitative Finance

Welcome

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Introduction to Algorithmic Trading

01 Introduction to Algorithmic Trading

Code Python on the Web (Intro to Colab)

Introduction to Python

Disclaimer - Use Caution for Safe Trading

Disclaimer - Use Caution for Safe Trading

Advanced Machine Learning Techniques for Algorithmic Trading

High-Frequency Trading Strategies

Portfolio Optimization and Risk Management

Sentiment Analysis and NLP for Algorithmic Trading

Starting on Quantitative Finance

Compute returns from prices

Analyze Volatility and Returns of Stock Portfolios

Time Series Manipulation and Drawdown Analysis in Python

Calculate Measures of Downside Risk with Python

Efficient Frontier Data Analysis and Visualization in Python

Build Constant Proportion Portfolio Insurance Algorithm in Python

Quantitative Trading

01 Quantitative Trading

Simulate a stock trading strategy with Z-score

Mean Reversion on Stock Portfolio

Simulate and Predict Interest Rates and Bond Prices Like a Pro with Python

Trading Strategies and Techniques - Introduction To The Course

Interactive Brokers API Trading

Real-Time Stock Data Acquisition: Cutting-Edge Strategies for Market Analysis

Tradingview & Pinescript

Options 101

Market Basics

Orders And Prices

Technical Analysis

Fundamental Analysis

Risk And Money Management

Day Trading - Introduction To The Course

Day Trading Fundamentals

Stock Analysis For Day Trading

Strategies And Tools (With Practical Examples)

Open Price Gaps Strategy

Equity Dilution Strategy

Dividend Cuts Strategy

Cryptocurrency Trading - Introduction To The Course

Cryptocurrency Fundamentals

Crypto Investing Fundamentals

Buy Your First Cryptocurrency

Criteria For Investing

Buying Strategies

Technical Analysis - Crypto Trading Tactics

Profitable Types Of Cryptocurrency

How To Cash Out

DeFi Crypto Investing And Yield Farming

NFT Cryptos

Invest In ICOs

Options Trading - Introduction To The Course

Introduction To Call And Put Options

Introduction To Time Decay

Implied Volatility

Option Greeks

Basic Strategies

Options Spreads - Monthly Income Strategies

Neutral Strategies

Volatile Strategies

01. Long Straddle Strategy (5:22)

Financial AI and ChatGPT Applications

Build your first ChatGPT AI prompts with Prompt Engineering - Intro to prompt engineering

Build your first prompts

Predict stock performance with ChatGPT

Stock Analysis with ChatGPT

Build an Investment Plan with ChatGPT

Stock Market Prediction and Risk Analysis with ChatGPT

Trading Strategies, Sentiment Analysis and Fraud Detection with ChatGPT

CoPilot Prompt Engineering in Excel - Unleash Data with AI

Prompt Engineering with Microsoft Copilot - Mastering Prompts for Personalized Results

Python and AI Integration

01. Introduction (4:42)

Ollama LLM Comprehensive Guide - Enhancing AI Conversations and Integrating with Python

Customize Ollama Models

Customize Ollama Model for Sentiment Analysis

Connect to Ollama with Python Client

(Prerequisite) Introduction to HTML

How OpenAI API Works

Build your first OpenAI API queries with Python

Build OpenAI API queries for to automate coding tasks

Use OpenAI API to automate data science tasks

Use OpenAI API to automate copywriting with GPT Turbo

Use OpenAI API to automate marketing with GPT Turbo

Scrape web data in text form with Python

Process web data for OpenAI machine learning

Customize OpenAI model to learn from your data

Answer questions about PDF with ChatGPT model in Python

Generate and Embed text data with OpenAI API

Transcribe Video

Build image captioning app with OpenAI GPT Vision 4

Build image classification app with OpenAI Vision

Build GPT Assistant with ChatGPT Editor

Build GPT Assistant with OpenAI API

Build GPT Assistant to Answer Questions about File

Build Youtube video summarizer app

Video analysis with OpenAI's Vision Model

Build a Screenshot to Code OpenAI Generator App

Improve web clone results with prompt engineering

Generate replacement images with DALL-E

Replace placeholders in webpage with generated images

Generate data with OpenAI JSON mode

Call function upon user query with OpenAI

Extracting information from input in structured manner

Build Python Projects with OpenAI

Build a ChatGPT Clone with Python Custom UI

Build a ChatGPT Chrome Extension with Python

Build Transcriber Python Web App with OpenAI Whisper API

Build Image Generation Web App with OpenAI API

Test Your Knowledge

Introduction to Prompt Engineering with LangChain

Automate prompt to function pipeline with LangChain tool calling

Dataset Generation with LangChain Python for Synthetic CSV Data Analysis

Automate CSV Data Analysis with LangChain OpenAI Python SDK

Mastering Google Gemini - Google Gemini Large Language Model API Essentials

AI App Development Mastery - Build with Gemini Python SDK and Practice Exam

An Intro to Gemini as Virtual Assistant

Communication and Collaboration

Creativity and Entertainment

Research and Information

Task Management and Productivity

An Intro to Content Creation with Gemini

00 An Intro to Content Creation with Gemini (11:07)

Editing and Refinement

Idea Generation and Brainstorming

Research and SEO

Writing and Drafting

An Intro to Business Analytics with Gemini AI

An Intro to Business Analytics with Gemini AI (11:07)

Competitive Analysis and Benchmarking

Customer Iinsights and Segmentation

Data Exploration and Visualization

Forecasting and Predictive Modeling

An Intro to Gemini AI for Education

An Intro to Gemini AI for Education (11:07)

Creative Expression and Project Development

Educator Support an Lesson Planning

Personalized Learning and Adaptive Tutoring

Research and Knowledge Exploration

Advanced Techniques with Claude AI API - Prompt Engineering for Claude LLM with Anthropic API

Advanced Chatbot Prompting Techniques with Claude Anthropic API

Master Computer Vision with Claude AI Python SDK

Transform Data into Insights - AI PDF Analysis and Data Visualization in Claude, Python and Matplotlib

Advanced Claude Prompt Engineering - Innovate in Voyage AI with Python

Claude AI Applications and Training - Advanced Personal Assistant

An Intro to Claude AI as an Advanced Personal Assistant (11:19)

Communication and Coordination

Daily Task Management

Information Retrieval and Research

Personalized Learning and Development

Claude Chatbot Prompting Strategies with Anthropic API

An Intro to Document Analysis and Management with Claude AI

An Intro to Document Analysis and Management with Claude AI (11:20)

Automated Document Sorting and Organization

Compliance and Security Checks

Content Summarization and Analysis

Enhancement of Collaborative Work

An Intro to Claude AI

Content Creation and Editing

Design Feedback and Suggestions

Ideation and Concept Development

Personalized Content Curation

An Intro to Education with Claude AI

Assessment and Feedback

Claude AI Assisted Learning

Educational Content Creation

Tutoring and Knowledge Reinforcement

An Intro to Claude AI Innovative Sales Assistant

01 An Intro to Claude AI Innovative Sales Assistant (11:19)

Data-Driven Sales Strategies

Enhancing Customer Interaction

Streamlining Sales Processes

Training and Onboarding

Foundations of Machine Learning and AI for Everyone

Cutting-Edge AI - Advanced Techniques and Emerging Technologies

The Future is Now - AI in Modern Industry and Beyond

AI at Work - Applications and Industry Transformations

AI in Action - Specialized Applications Across Sectors

Python Data Science and Machine Learning for Financial Analysis - Compare stock performance with Python

Course Overview

01 Project Preview (3:29)

Introduction to Machine Learning (Prerequisite)

Project - Classify Review Sentiment

Course overview

Introduction to Blockchain (Prerequisite)

Introduction to the Stock Market

Introduction to DataFrames with Pandas Python Library - Setup

00. Setting Up Pandas (2:24)

Introduction to DataFrames with Pandas Python Library - Datastructures

Introduction to DataFrames with Pandas Python Library - 02. Manipulating DataFrames

Introduction to DataFrames with Pandas Python Library - 03. Reading and Writing Data

Introduction to DataFrames with Pandas Python Library - 04. Analytical Approaches to Data

Introduction to Data Science with NumPy Python Library - Introduction

01. Introduction (2:34)

Numpy Arrays

Manipulating Numpy Arrays

Calculations and Math

Analyze and visualize stock returns with Pandas, NumPy and Pyplot

Stock Portfolio Analysis with Python

Build a Trading Strategy with Indicators

Time Series Stock Forecasting on Crypto with Python

Calculate stock risk and return with Python

The Complete Recommender Systems Masterclass - Build 7 Projects

Projects Preview - Machine Learning Movie Recommender

00 Project Preview (4:51)

Machine Learning Fundamentals

Introduction to User Similarity

Recommend a Movie Based on User Similarity

Recommend a Movie with a K Nearest Neighbors Classifier

Project Preview - Complex Machine Learning Recommender

00 Project Preview (4:38)

Data Processing Profiles and Items

Build Models for User Recommendations

Build a Model to Predict Ratings

Deep Learning Fundamentals

Build a Neural Network to Predict Ratings

Data Analysis with Pandas, Numpy and Sci-kit Learn

Course overview - Python Crypto Machine Learning

Overview of Regression Models (Prerequisite)

Support Vector Machine Machine Learning (Prerequisite)

Numpy Arrays

Manipulating Numpy Arrays

Calculations and Math

Compare regression techniques for crypto machine learning

Decision Tree Machine Learning (Prerequisite)

Trees - Compare regression techniques for crypto machine learning

Build an AdaBoost machine learning model for stock prediction

Overview of Classification Models

Compare classification models for crypto machine learning

Build a Support Vector Machine to Predict Trading

Trading Bot Masterclass - Course Overview

Scrape and Process Tweets

Tweet Sentiment Analysis

Buy Cryptocurrency Algorithmically - Test with Sandbox

Buy Cryptocurrency Algorithmically - Real Coins

Buy Doge with Kraken API

Run Bot All Day

Data Analysis - Other Cryptos Affected by Tweets

How to Expand Bot

Stock Market Data Analysis and Visualization with Python, Pandas, NumPy, Seaborn and Matplotlib

00 Project Preview (3:17)

Compare Stocks and Returns

Calculate and Visualize Risk

Build a Stock Ticker Dashboard Web App with Python, Dash and Pandas

00 Project Preview (3:00)

Build a Stock Ticker Website

Preprocess Twitter Sentiment and Stock Prices Data

Build a Random Forest Classifier Machine Learning Model

Build a Gradient Boosting Classifier

Course overview - Python Crypto Trading Strategies

Course Overview - Python Crypto Trading Strategies (4:39)

Introduction to the Stock Market

Introduction to Data Science with NumPy Python Library - 00. Introduction

01. Introduction (2:34)

Numpy Arrays

Manipulating Numpy Arrays

Calculations and Math

Introduction to DataFrames with Pandas Python Library - 00. Setup

00. Setting Up Pandas (2:24)

Datastructures

Manipulating DataFrames

Reading and Writing Data

Analytical Approaches to Data

Simple Moving Averages Trading Strategy

Big Three Trading Strategy

Exponential moving average trading strategy

Build autocorrelation for crypto stock prediction

Algorithmic Trading with Python, Statistics and Pandas - Build Investing Strategies

00 Project Preview (1:58)

Build Your First Investing Strategy

Find 50 Best Momentum Stocks with 2 Investing Strategies

Find 50 Best Value Stocks with 2 Investing Strategies