The 11th dimension is often theorized to be basically a point (zero dimensional) that encompasses all other dimensions. As for the 26 dimension theory, that is extremely unlikely and unpopular, while the infinite dimensional theory has very little work done on it and is also somewhat unlikely. Traditional String theory & M-theory usually allow for 7-10 dimensions. Also, remember that dimensions are really just defined as "degrees of freedom" for mathematical and scientific purposes. However, explaining the ideas behind what dimension is actually likely to encompass is a bit more complicated, and because String theory is so new and theoretical, you may also get many different answers to many questions surrounding it (like the significance of each dimension). You may want to go to YouTube for this one, there is a channel called "10thdim" that describes all dimensions 0-10 in a way that is easy to understand for non-physicists and is quite accurate considering the current ideas. Also, this talks about why many people cap the dimensions at 10 (which by the way, is the most likely candidate so far, but 7 is very possible as well due to the idea of "membranes"). But, if you are really interesting in this topic, I recommend you look at Wikipedia. Yes, Wikipedia, although it is not considered a reliable source, it is usually right (at least for the serious stuff). Through Wikipedia you should be able to understand most of the main concepts (use the pathway to navigate through the topics, like: string theory, super string theory, m-theory bosonic string theory etc.), but superstringtheory.com also is simple and accurate, if you want more information I recommend you go there. Other than that, if you want more advance things I recommend checking out theory.caltech.edu/people/jhs/strings ,or going to read research papers (arxiv.org) and/or looking for Open CourseWare on YouTube or college websites (MIT & Stanford specifically). As a disclaimer, before you try to understand string theory, I HIGHLY recommend you fully understand more basic concepts, especially relativity and basic physics. Finally, those videos by people like, Neil deGrasse Tyson and Michio Kaku typically have the main goal of getting you interested, not truly informing you in a complete way (at least in most cases). I think the videos are awesome and introduce beautiful topics, but they never actually provide much content. Anyways, that was a lot, I hope it all made sense and helps up out, good luck with your learning!
P.S. Check out quantum mechanics and quantum theory, it is one of the most important physics ideas ever, being established near the time of Relativity.