How to get datasets for machine learning
In the past two decades, the internet and the cooperation of computer science enthusiasts have helped us take tremendous leaps in evolving and improving Information Technologies (IT). Machines and algorithms that run the world today keep expanding into different niches to modernize and bring efficiency to every field of our lives.
Artificial Intelligence (AI) is one of the most interesting and controversial parts of IT. Due to its many depictions in science fiction movies that present sentient machines that outsmart and overpower humanity, skeptics see AI as a double-edged sword and call for strict regulations. However, many praise machine learning – a branch of AI, as a blessing that helps us direct the attention of computer algorithms to data sets and teach them to do tasks at a far greater efficiency than humans.
At this time, although we humans will never be as productive as our semi-autonomous tools, a more successful absorption of information remains our strong suit. To match the human level of understanding and adaptability, machines need many data sets to improve the accuracy of required tasks and decisions.
In this article, we will discuss the ways you can get your hands on many precious datasets for machine learning. From free sources of information available online to more purposeful data extracted by web scraping. In the latter case, you will most likely need the help of a proxy provider to get as much data as possible at a greater pace, without interruptions. Smartproxy provides these services to their clients, as well as many guides to aid you in the process of data extraction. Let’s not waste any time – here is how you can get data sets to get the learning material for your machines!
Free data sets are a good starting point
The abundance of free data sets is amazing for interested computer science studies that seek to expand their knowledge of AI and machine learning. Because the internet keeps accumulating absurd amounts of information, you can choose from many data sets to find a niche that piques your interest and makes the process more engaging. Combining your hobbies with machine learning will show you the first-hand value of improving algorithms and their ability to aid your tasks.
Are you interested in sports? You are in luck! An analytical revolution has forced many athletes to take a deeper interest and derive conclusions from statistics. You can find many data sets that offer free information about the performance and activity in sports associations. These data sets are already being used to predict game outcomes and reach the optimal performance of athletes.
Free governmental data sets have many different categories for users seeking open-source information on interesting and influential subjects. Choose a topic that could benefit from machine learning and start expanding your knowledge with a sense of purpose!
Often even the most valuable sources of public information require organized collection into data sets. Web scraping is a valuable skill to learn alongside machine learning because it will help you assemble unique data sets of your own. To make the process more fluent and efficient, you might need to cooperate with a proxy provider to bypass restrictions and protect your network identity.
High-value datasets for businesses
Today, the competition between businesses involves the struggle for public data extraction and protection. Most modern companies work together with a proxy provider to make web scraping safe and efficient. Collected information about other retailers and competitors gets organized into data sets that help strategize many business decisions.
Once we have a continuous stream of information about other players in the market, machine learning can use the abundance of raw data to make precise adjustments in pricing, measure and improve performance indicators, and even predict client behavior.
Because machine learning has so many unique applications, you can benefit from both free data sets and extracted information with the help of a proxy provider. Many companies may have different business models, but they can benefit from image recognition datasets for their unique reasons.
You can even find data sets that help machine learning protect your business from security breaches and fraud. The digital marketing industry keeps bleeding due to dynamic methods used by scammers to infect and minimize legitimate advertising. Because ad fraud is so rampant and only keeps growing, there are many unique data sets available that help machine learning identify common patterns and recognize the criminal activity.
The abundance of online data can be overwhelming and even terrifying. Our mind is no longer able to process such quantities of information and maximize its advantage. Machine learning helps us get the most benefits from collected data and lifts the burden off our shoulders. However, just because the internet is full of data sets, that does not mean they are all equal in value. To get the best results, you have to buy high-quality data from sellers and resellers or build your data set with web scraping to better suit your unique and dynamic requirements.