Adults in England without an A-level or equivalent qualification will be offered a fully funded college course, the government has announced.
The offer will be available from April and applies to courses offering "skills valued by employers".
In a speech on Tuesday, the PM will say the government cannot "save every job" amid the coronavirus pandemic, but wants to help people find new work.
Labour said the plans would not reverse the impact of "a decade of cuts".
The government decision comes amid fears that unemployment is set to grow sharply.
The Office for Budget Responsibility has said the unemployment rate could peak at between 9.7% to 13.2% in the next few years. The most recent rate - for May to July - is 4.1%.
In his speech, Boris Johnson will say: "As the chancellor has said, we cannot, alas, save every job - what we can do is give people the skills to find and create new and better jobs.
"We're transforming the foundations of the skills system so that everyone has the chance to train and retrain."
It comes as:
- The number of people worldwide who have died from Covid-19 passes one million, researchers say, with many regions still reporting surging numbers of new infections.
- It will be illegal from midnight for people in large parts of north-east England to mix with other households indoors, as part of tougher coronavirus restrictions announced by Health Secretary Matt Hancock.
- Conservative backbenchers demanding votes in Parliament before any further coronavirus restrictions are introduced in England say they are hopeful an agreement can be reached with the government. Some MPs were invited to meet Matt Hancock on Tuesday, and said last night that progress was being made.
- Education Secretary Gavin Williamson is due to make a statement in the House of Commons later as thousands of students have been told to self-isolate following a surge in cases at universities.
- Retail union Usdaw says shop workers are being put at greater risk of violence, verbal abuse and coronavirus infection as a result of pubs shutting at 10pm.
The offer of courses to adults without an A-level will be paid for through the National Skills Fund topped up with £2.5bn, the government said.
A full list of available courses will be announced next month.
The government added it wanted to make higher education loans more flexible, with the aim of letting people "space out" their learning throughout their lives rather than in three- or four-year blocks, enabling more part-time study.
It said the changes would be backed by investment in college buildings and facilities, including more than £1.5bn in capital funding.
Further details will be set out in an education white paper later in the year.
In other plans, small businesses will be offered financial incentives to take on apprentices and £8m will be spent on skills "boot camps" in West Yorkshire, south-west England, Derbyshire and Nottinghamshire to cover sectors like construction and engineering.
This follows pilots in Greater Manchester and the West Midlands that focused on digital skills.
And the government's online Skills Toolkit, a collection of training resources launched in the spring to help people acquire jobs skills ahead of businesses reopening, will be expanded to include 62 additional courses.
Responding to the government's measures, Labour's shadow education secretary Kate Green said: "A week ago Labour called for a National Retraining Strategy fit for the crisis Britain faces, but what the government proposes is simply a mix of reheated old policies and funding that won't be available until April.
"By then many workers could have been out of work for nearly a year, and the Tories still think that they will need to take out loans to get the training they will need to get back in work."
She added the plans would not give workers "the skills and support they need in the months ahead".
CBI director general Dame Carolyn Fairbairn said the "significant" unemployment coronavirus is leaving in its wake "only accelerates the need for people to develop new skills and adapt to new ways of working".
"The lifetime skills guarantee and flexible loans to support bitesize learning are a strong start but to really shift gears, this must be backed up by meaningful progress on evolving the apprenticeship levy into a flexible skills levy," she added.
The apprenticeship levy - introduced in 2017 - takes 0.5% of the salary bill from major employers that have an annual pay bill over £3m, with the intention of using the money to improve skills and provide training.
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