Fix typos.

PiperOrigin-RevId: 323994043
tensorflow · Jul 30, 2020 · fb9009c · fb9009c
1 parent a2ded21
commit fb9009c
Showing 1 changed file with 5 additions and 5 deletions.
diff --git a/site/en/guide/tensor.ipynb b/site/en/guide/tensor.ipynb
@@ -92,7 +92,7 @@
         "\n",
         "If you're familiar with [NumPy](https://numpy.org/devdocs/user/quickstart.html), tensors are (kind of) like `np.arrays`.\n",
         "\n",
-        "All tensors are immutable like python numbers and strings: you can never update the contents of a tensor, only create a new one.\n"
+        "All tensors are immutable like Python numbers and strings: you can never update the contents of a tensor, only create a new one.\n"
       ]
     },
     {
@@ -548,7 +548,7 @@
       "source": [
         "### Single-axis indexing\n",
         "\n",
-        "TensorFlow follow standard python indexing rules, similar to [indexing a list or a string in python](https://docs.python.org/3/tutorial/introduction.html#strings), and the bacic rules for numpy indexing.\n",
+        "TensorFlow follows standard Python indexing rules, similar to [indexing a list or a string in Python](https://docs.python.org/3/tutorial/introduction.html#strings), and the basic rules for NumPy indexing.\n",
         "\n",
         "* indexes start at `0`\n",
         "* negative indices count backwards from the end\n",
@@ -688,7 +688,7 @@
         "id": "3RLCzAOHjfEH"
       },
       "source": [
-        "You can index using any combination integers and slices:"
+        "You can index using any combination of integers and slices:"
       ]
     },
     {
@@ -844,7 +844,7 @@
         "id": "gIB2tOkoVr6E"
       },
       "source": [
-        "The data maintains it's layout in memory and a new tensor is created, with the requested shape, pointing to the same data. TensorFlow uses C-style \"row-major\" memory ordering, where incrementing the right-most index corresponds to a single step in memory."
+        "The data maintains its layout in memory and a new tensor is created, with the requested shape, pointing to the same data. TensorFlow uses C-style \"row-major\" memory ordering, where incrementing the rightmost index corresponds to a single step in memory."
       ]
     },
     {
@@ -1025,7 +1025,7 @@
         "\n",
         "When creating a `tf.Tensor` from a Python object you may optionally specify the datatype.\n",
         "\n",
-        "If you don't, TensorFlow chooses a datatype that can represent your data. TensorFlow converts Python integers to `tf.int32` and python floating point numbers to `tf.float32`. Otherwise TensorFlow uses the same rules NumPy uses when converting to arrays.\n",
+        "If you don't, TensorFlow chooses a datatype that can represent your data. TensorFlow converts Python integers to `tf.int32` and Python floating point numbers to `tf.float32`. Otherwise TensorFlow uses the same rules NumPy uses when converting to arrays.\n",
         "\n",
         "You can cast from type to type."
       ]