Another game may be played on Friday, June 19, with Sportsmail previously reporting that Tottenham vs Manchester United could be set for that slot, but the first full round of fixtures will start on Saturday, June 20, with matches staggered across the weekend.
In total, there are 92 matches remaining in the season.
The Premier League confirmed the news on Thursday evening following the conclusion of the league's Shareholders' meeting.
Premier League Chief Executive Richard Masters said in a statement: "Today we have provisionally agreed to resume the Premier League on Wednesday 17 June. But this date cannot be confirmed until we have met all the safety requirements needed, as the health and welfare of all participants and supporters is our priority.
"Sadly, matches will have to take place without fans in stadiums, so we are pleased to have come up with a positive solution for supporters to be able to watch all the remaining 92 matches.
"The Premier League and our clubs are proud to have incredibly passionate and loyal supporters. It is important to ensure as many people as possible can watch the matches at home.
"We will continue to work step-by-step and in consultation with all our stakeholders as we move towards resuming the 2019-20 season."
Premier League Shareholders also approved a proposal that would see all 92 remaining matches broadcast live in the UK by the League's existing broadcast partners: Sky Sports, BT Sport, BBC Sport and Amazon Prime.
The planned kick-off times in the UK for live matches will also differ from the traditional times.
Former England forward and BBC Match of the Day host Gary Lineker was among those who tweeted their delight at football's return.
But Arsenal fan Piers Morgan was more apprehensive that their first fixture back was against high-flying Manchester City.
Tottenham and England striker Harry Kane expressed his joy, tweeting: "Football is back soon" and a muscle emoji.