This column reports on several significant representative decisions handed down recently in the U.S. District Court for the Eastern District of New York. Judge Dora L. Irizarry declined to dismiss labor law claims against a school offering career services training. Judge Kiyo A. Matsumoto denied a second motion by defendant Martin Shkreli for compassionate release from prison. And Judge Joan M. Azrack, affirming bankruptcy court orders, denied relief to the debtor and imposed a filing injunction in light of her vexatious pleadings.