Tal Afar lies around 70 kilometres (45 miles) west of second city Mosul, which Iraqi forces recaptured in early July in a major blow to the jihadists.
In a televised speech early Sunday, Prime Minister Haider al-Abadi, dressed in military uniform and standing in front of an Iraqi flag and map of the country, announced "the start of an operation to free Tal Afar".
"I am saying to Daesh that there's no choice other than to leave or be killed," he said, using an alternative acronym for IS.
Several hours after the start of the battle, the federal police said it had retaken the village of Al-Abra al-Sghira west of Tal Afar.
IS jihadists in June 2014 overran Tal Afar, a Shiite enclave in the predominantly Sunni province of Nineveh, on the road between Mosul and Syria.
At the time, it had a population of around 200,000. Local officials said it was impossible to know the exact number still living inside the city.
Authorities have accused the approximately 1,000 jihadists in the city of using civilians as human shields during Iraqi and US-led coalition air strikes earlier this week in preparation for the ground assault.
The umbrella organisation, which is dominated by Iran- backed Shiite militias, has already been fighting to retake a number of other Iraqi cities from IS.
"In the early hours, the guns and flags turned towards their targets," said Hashed spokesman Ahmed al-Assadi.
"Victory is near" in Tal Afar, an "Iraqi city taken hostage and humiliated for years by attacks from these barbarians," he said.
Even before the Abadi's announcement, Iraqi planes had dropped leaflets to residents in Tal Afar and its surroundings, the Hashed said in a statement.
IS overran large areas north and west of Baghdad in 2014, but Iraqi forces have since regained much of the territory.
Once Tal Afar is retaken, Iraqi authorities intend to turn their sights south to launch a fight to retake jihadist- held Hawijah, in the province of Kirkuk, 300 kilometres (185 miles) northwest of Baghdad.
Jihadists still hold areas in Anbar, a western province that borders Syria and faces major security challenges.
IS has also suffered major setbacks in Syria, where US- backed fighters have retaken around half of its de facto Syrian capital Raqa.
Disclaimer: No Business Standard Journalist was involved in creation of this content
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