..

docs/extras/modules/chains/how_to/learned_prompt_optimization.ipynb

@@ -47,10 +47,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Intialize the rl chain with provided defaults\n",
+    "##### Intialize the RL chain with provided defaults\n",
     "\n",
     "The prompt template which will be used to query the LLM needs to be defined.\n",
-    "It can be anything, but here `{meal}` is being used and is going to be replaced by one of the meals above, the rl chain will try to pick and inject the best meal\n"
+    "It can be anything, but here `{meal}` is being used and is going to be replaced by one of the meals above, the RL chain will try to pick and inject the best meal\n"
    ]
   },
   {
@@ -84,7 +84,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Next the rl chain's PickBest chain is being initialized. We must provide the llm of choice and the defined prompt. As the name indicates, the chain's goal is to Pick the Best of the meals that will be provided, based on some criteria. "
+    "Next the RL chain's PickBest chain is being initialized. We must provide the llm of choice and the defined prompt. As the name indicates, the chain's goal is to Pick the Best of the meals that will be provided, based on some criteria. "
    ]
   },
   {
@@ -490,7 +490,7 @@
    "source": [
     "## Advanced options\n",
     "\n",
-    "The rl chain is highly configurable in order to be able to adjust to various selection scenarios. If you want to learn more about the ML library that powers it please take a look at tutorials [here](https://vowpalwabbit.org/)\n"
+    "The RL chain is highly configurable in order to be able to adjust to various selection scenarios. If you want to learn more about the ML library that powers it please take a look at tutorials [here](https://vowpalwabbit.org/)\n"
    ]
   },
   {