The foreign collaborator would be decided after talks with different countries, he said.
"I held talks with French officials yesterday but that was only a preliminary meeting. We will talk with other countries as well and choose a partner," the minister said.
Briefing reporters after a three-hour high-level meeting with Andhra Pradesh Chief Minister N Chandrababu Naidu, he said a Special Purpose Vehicle (SPV)\Joint Venture (JV) company would be formed by the railways with the state government in a couple of months for taking up major rail projects in the state.
The Railway Minister also announced an aggregate capital investment of Rs 1,000 crore for setting up two new railway workshops at Kurnool and Tirupati and a wagon overhaul facility at Visakhapatnam.
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These facilities would create hundreds of jobs, he said.
Prabhu also announced that a major Rail Neer plant would also be set up in Andhra Pradesh.
Two special tourist trains would also be introduced in the state, one of which would be run by the Indian Railway Catering and Tourism Corporation (IRCTC), he said.