Deep Reinforcement Learning for Trading: Building a CNN for Probability
In this section, we're going to add another deep learning model to our trading algorithm and build a convolutional neural network (CNN).
In this section, we're going to add another deep learning model to our trading algorithm and build a convolutional neural network (CNN).
In this guide we build an LSTM for price prediction in our deep reinforcement learning trading algorithm.
In this section we'll start with the imports, model and trading logic inputs, and helper functions that we'll need for this deep reinforcement learning for trading project.
In this project we're going to build a deep reinforcement learning trading agent and deploy it in a simulated trading account at Interactive Brokers.
In this guide on Litecoin vs Ethereum, we'll discuss the benefits, drawbacks, use cases, and future potential for both cryptocurrencies.
In this guide, we provide an overview of Solana vs Cardano, including the pros, cons, tradeoffs, and potential future of each layer 1 blockchain and their native tokens.
In this guide, we provide a detailed comparison of Solana vs Ethereum, including the tokenomics of each blockchain, developer activity, tradeoffs, and more.
Venture capital funding into fintech startups is at an all time high. In this guide, we look at 20+ of the top fintech startups to watch this year.
From crypto enthusiasts to Fortune 500 companies, it seems like everyone is talking about the metaverse. In this guide, we review the top 20+ metaverse tokens to watch this year.
Web 3.0 has the potential to completely change the internet as we know it and there are many projects worth looking at. In this guide, we review the top 20+ Web3 tokens to watch this year.
This report explores how Polygon (MATIC) aims to achieve higher scalability and ease of verification, including Polygon's mission to scale the public Ethereum blockchain to a billion users without compromising decentralization or security.
DeFi, or Decentralized Finance, is a revolutionary way to conduct peer-to-peer financial transactions. In this guide, we review the top 20 DeFi coins to watch.
In this article, we provide a step-by-step tutorial for building your first CNN in Python with Keras, which high-level neural network API written in Python.
In this guide, we look at several applications of AI and machine learning to guide the early-stage, venture capital investment process.
In this article, we look at the top cryptocurrency stocks to watch, including crypto exchanges, GPU providers, fintech and software providers, and more.
Introducing MLQ VC, the easiest way to discover and connect with recently-funded tech startups each week.
Welcome to our This Week in AI roundup. This week we have stories about quantum computing startups, Telsa hiring roboticists, NFT platform for AI-generated art, and more.
In this guide, we discuss the application of reinforcement learning to real-time bidding for advertising.
Welcome to our This Week in AI roundup. This week we have stories about Tesla AI day, DeepMind's new algorithm PonderNet, and more.
Nvidia reported Q2 earnings after the close today, beating earnings by a staggering 68 percent from last year. In this article, we look at several takeaways from the quarter and look at ML-based estimates.
In this guide, we'll discuss what the Hyperledger project is, including the Hyperledger Fabric private blockchain and industrial applications of the project.
Quantum computers are beginning to transition from research labs to solving real-world problems. In this guide, we look at 15 quantum computing stocks to watch.
Welcome to our This Week in AI roundup. This week we have stories about AI diagnosing dementia, OpenAI, Pony.ai, and more.
Cryptoeconomics refers to applied cryptography that takes economic incentives and economic theory into consideration. In this guide, we discuss how blockchains use cryptoeconomics to create rational incentives on the network.
In this guide, we introduce the fundamental concepts of blockchain technology including its structure, basic operations, and review the Bitcoin vs. Ethereum blockchain.
As the world continues to progress towards a fully digital world, cybersecurity is becoming an increasingly critical part of our lives. In this article, we've put together the top 15 cybersecurity stocks to watch in 2021.
Welcome to our This Week in AI roundup. This week we have stories about Neuralink, Tesla, and the Pentagon using AI to predict future events.
Ethereum received a major upgrade to the network today: EIP 1559. In this article, we review key Ethereum on-chain analysis metrics and signals.
5G is one of the fastest-growing trends in the technology sector. In this article, we've put together the top 20 5G stocks to watch in 2021.
In this guide, we discuss portfolio optimization with Python. Topics covered include the Sharpe ratio, portfolio allocation, and portfolio optimization.
Welcome to our This Week in AI roundup. This week we have stories about the EU's proposed AI restrictions, companies working on AI for trading and investing, and applying AI to climate change.
Amazon (AMZN) released their Q2 earnings today after the market close today. In this article, we use AI and machine learning to analyze the quarter.
In this article, we've put together a list of 8 companies are that are helping investors improve their research process with AI and machine learning.
In this guide, we'll discuss exactly what machine learning means, a brief history of AI, a 7 step framework for machine learning projects, and more.
Welcome to our This Week in AI roundup. This week we have stories about DeepMind open-sourcing their protein structure dataset, AI stocks to watch, and a crypto DEX experimenting with AI-powered trading.
Artificial intelligence is one of the biggest secular trends that is rapidly penetrating many of the facets of our daily lives. In this guide, we review the top AI stocks to watch in 2021.
Welcome to our This Week in AI roundup. This week we have stories about the new AI for predicting protein structures, Tesla FSD, and the rise of alternative data and machine learning in finance.
In this article, we take a scientific look at how we learn through trial and error with a computational approach called reinforcement learning.
In this guide, we'll discuss what alternative data is, examples and challenges of alt-data, and how machine learning can be used to extract insights and signals from the noise.
Welcome to our This Week in AI roundup. This week we have stories about the Pentagon's JEDI contract, GitHub Copilot, and reinforcement learning for chip design.
In this article we apply an unsupervised learning technique, K-means clustering, to a group of companies imported from Yahoo Finance.
Welcome to our This Week in AI roundup. This week we have stories about decentralized finance (DeFi), machine learning for multiday estimates, and AI-based pair programming.
In this guide, we're going to review an interesting application of AI for trading and investing: machine learning for multiday stock estimates.
Welcome to our This Week in AI roundup. This week we have stories about DeepMind, applications of AI in fintech, and Tesla's new supercomputer.
Welcome to our This Week in AI roundup. This week we have stories about the AI-driven Mayflower, crypto on-chain analysis, and reverse engineering deepfakes.
In this guide to blockchain analytics, we discuss 14 key terms that every crypto on-chain analyst, trader, and investor should know.
In this article, we review time series analysis with Python, including Pandas for time series data and time series analysis techniques
In this guide, we introduce the fundamentals of Python programming for finance, including two key Python libraries: NumPy and Pandas.
Welcome to our This Week in AI roundup. This week we have stories about reinforcement learning, machine learning for predictive equity ranking, and more.
In this guide, we'll discuss exactly what on-chain analysis is and how you can it to improve your crypto trading and investing.