Armoured personnel carriers full of soldiers and fighters of the Hashed al-Shaabi paramilitary coalition moved into Al- Nur district early in the morning as warplanes flew overhead, said an AFP photographer on the ground.
They encountered trucks parked across roads with earthen embankments aimed at stopping them, as well as sniper fire from rooftops and mortar shelling.
Six weeks after routing the jihadists from Iraq's second city Mosul, Iraqi forces launched an assault Sunday on Tal Afar, where an estimated 1,000 jihadists are holed up.
Today, they "entered the neighbourhood of Al-Kifah North... And headed towards the centre of the city," said Ahmed al-Assadi, spokesman for the Hashed al-Shaabi paramilitary coalition fighting IS alongside the army and police.
"All the lines of IS defence outside the city have been broken and the troops are advancing from all directions towards the inner quarters of the city," he added.
The Hashed also announced the capture of the districts of Al-Tanak and Al-Sinaai in eastern Tal Afar.
In a bid to counter these surprise attacks, the Iraqis dropped leaflets overnight calling on civilians to help by marking houses where the jihadists are located.
The International Organization for Migration said "thousands of civilians" had fled Tal Afar since the offensive began.
But around 30,000 civilians are trapped in the fighting, according to the United Nations.
Caught between the two sides, those still inside the city have been pounded by Iraqi and US-led coalition aircraft for weeks, as well as intense artillery fire since Sunday.
The United Nations and aid agencies are working to establish shelters for the displaced.
Those who flee through desert areas face temperatures of up to 43 degrees Celsius (109 Fahrenheit), sometimes for periods of more than 10 hours, putting them at risk of dehydration, said Viren Falcao of the Danish Refugee Council.
Tal Afar was once a key supply hub for IS between Mosul -- which lies around 70 kilometres to the east -- and the Syrian border.
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