年华离路 发表于 2016-12-1 04:49:40
Step 0. Motivation.
您需要 登录 才可以下载或查看，没有帐号？立即注册
I am pretty sure you have heard that Artificial Intelligence(A.I.) is doing everything cool in our days, it is helps create artwork , fights to cure cancer and disrupts world economic.
From the money perspective A.I. on the hype as well: investors are investing into A.I pretty active , and news about startups acquired by enterprises are coming everyday.
AI startups are in the money: What are you doing?
Introduction You are either investing in AI or you are not. If you are, you are making a bet which might continue to… www.analyticsvidhya.com
Step 1. Learn.
There are many of learning resources available at the moment. If you plan to dig to A.I. more fundamentally, instead of briefly visit neural networks, I am a huge supporter of a book by Russell and Norvig which covers most of the modern approach to A.I.
Artificial Intelligence: A Modern Approach
Edit description aima.cs.berkeley.edu
There is a pretty good neural network course on coursera just started(28 of November, 2016), which could be useful if you are a newbie in the area.
Neural Networks for Machine Learning - University of Toronto | Coursera
Neural Networks for Machine Learning from University of Toronto. Learn about artificial neural networks and how they're… www.coursera.org
If you are hearing about neural networks in nowadays most likely you are hearing it in a context of deep learning.
Deep learning,— as it stated in wikipedia, is — a branch of machine learning based on a set of algorithms that attempt to model high level abstractions in data by using a deep graph with multiple processing layers, composed of multiple linear and non-linear transformations. In other simple words, deep learning advance.
A more advanced approach to neural networks could be found at
Classroom - Udacity
Find free online courses, make a career change, or get a new job by completing a Nanodegree program. Self paced online… www.udacity.com
I would recommend a fancy paid course if you would to get course that worth it.
Deep Learning With Python - Machine Learning Mastery
Deep Learning With Python Trusted by: You don't need a decade of theory just to get started in deep learning. Start… machinelearningmastery.com
The state of computer vision is extremely strong. There are a lot of experienced professionals in the field, great papers, crowded open source projects. But most importantly, it had a crazy number of venture capitalists want to fund you. Computer vision has never been a hotter topic in academia and industry alike.
Most of a modern computer vision is driven by deep learning, all this coloring, video object recognition and labeling is performed by deep learning approach to computer vision.
A short guide to learn neural networks, and get famous and rich then.
One the top person in modern computer vision/deep learning is Andrej Karpathy , who is famous for winning computer vision competitions, creating models and evangelize deep learning for computer vision. I am totally recommend Karpathy’s Stanford course:
Stanford University CS231n: Convolutional Neural Networks for Visual Recognition
Computer Vision has become ubiquitous in our society, with applications in search, image understanding, apps, mapping… cs231n.stanford.edu
Also, following course is comprehensive:
Deep Learning in Computer Vision - Winter 2016
In recent years, Deep Learning has become a dominant Machine Learning tool for a wide variety of domains. One of its… www.cs.utoronto.ca
Personally, I am a huge fan of curated ‘awesome list’, here are some deep learning lists, but I am sure you can google much more of them:
awesome-deep-learning - A curated list of awesome Deep Learning tutorials, projects and communities. github.com
awesome-rnn - Recurrent Neural Network - A curated list of resources dedicated to RNN github.com
In the past, there were not much options for teams to experiment and run neural networks — you had to pay crazy amounts to Amazon or even to tradition servers farms. There are a plenty of options in nowadays.
If you are just starting to play in neural world, take a look at Hetzner used hardware auction .
If you going to production, I would suggest a top choice for A.I. cloud by servers.com.
Servers.com | Bare metal servers and 100% SSD Cloud Servers with up to 40Gbps global redundant…
Discover the world of server hosting with Servers.com! Whether your business requires dedicated servers, cloud or cloud… www.servers.com
3. Get funded.
I have no doubts, if you would built a valuable A.I. product you have a problem with choosing a proper investors among many of them knocking your door everyday.
Artificial Intelligence Explodes: New Deal Activity Record For AI Startups
In Q1'16, there were over 140 deals to startups focused on AI. Khosla Ventures emerges as most active VC investor in… www.cbinsights.com
There are a long-long list of investors looking for A.I. startups. If you are European based, I would suggest to take a look at Haxus .
下一篇：Answering Featured Snippets Timely, Using Sentence Compression on News